{"id":121193,"date":"2026-11-02T07:08:51","date_gmt":"2026-11-01T23:08:51","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/121193.html"},"modified":"2026-11-02T07:08:51","modified_gmt":"2026-11-01T23:08:51","slug":"%e6%8a%8a%e6%af%8f%e4%ba%bf-token-%e6%88%90%e6%9c%ac%e5%8e%8b%e5%88%b0-20%ef%bc%9a%e4%b8%80%e4%b8%aa%e7%9c%9f%e5%ae%9e-agent-%e6%a1%86%e6%9e%b6%e7%9a%84%e6%88%90%e6%9c%ac%e6%89%8b%e6%9c%af%e4%b8%8e","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/121193.html","title":{"rendered":"\u628a\u6bcf\u4ebf Token \u6210\u672c\u538b\u5230 20%\uff1a\u4e00\u4e2a\u771f\u5b9e Agent \u6846\u67b6\u7684\u6210\u672c\u624b\u672f\u4e0e\u5b9e\u73b0\u89e3\u5256"},"content":{"rendered":"

\u8fd9\u4e0d\u662f\u4e00\u7bc7"\u7701\u94b1\u5c0f\u6280\u5de7"\u5408\u96c6\u3002\u5b83\u628a\u4e00\u6b21\u771f\u5b9e\u7684\u6210\u672c\u4f18\u5316，\u4ece\u8d26\u672c\u6570\u5b57\u4e00\u76f4\u8ffd\u5230\u6846\u67b6\u6e90\u7801\u91cc\u7684\u5b9e\u73b0\u673a\u5236：\u54ea\u4e00\u5c42\u5728\u8bb0\u8d26\u3001\u54ea\u4e00\u5c42\u5728\u6539\u5199\u4e0a\u4e0b\u6587\u3001\u54ea\u4e00\u6b21\u538b\u7f29\u5176\u5b9e\u4e8f\u94b1\u3001\u54ea\u4e00\u4e2a\u53c2\u6570\u6539\u4e86\u4f1a\u8ba9\u7f13\u5b58\u524d\u7f00\u6574\u6bb5\u5931\u6548\u3002<\/p>\n

\u6570\u636e\u6765\u6e90：\u56db\u5929\u7a97\u53e3\u3001990 \u6b21\u8c03\u7528\u300179.5M token \u7684\u771f\u5b9e\u8d26\u672c\u4e0e\u4ee3\u7406\u7edf\u8ba1，\u5168\u90e8\u4e3a\u5b9e\u6d4b\u503c\u3002\u91d1\u989d\u5355\u4f4d\u7edf\u4e00\u4e3a"\u7f8e\u5143 \/ \u6bcf 1 \u4ebf token"\u3002<\/p>\n

\u9002\u914d\u5bf9\u8c61：\u957f\u4f1a\u8bdd Agent\u3001\u5e26 prompt cache \u7684\u6309 token \u8ba1\u8d39 API，\u4ee5\u53ca\u6240\u6709"\u8d26\u5355\u5f88\u8d35\u4f46\u8bf4\u4e0d\u6e05\u8d35\u5728\u54ea"\u7684 LLM \u5e94\u7528\u3002<\/p>\n

\u4e00\u3001\u4e00\u7b14\u8bf4\u4e0d\u6e05\u7684\u8d26\u5355<\/h3>\n

\u51e0\u4e4e\u6240\u6709\u56e2\u961f\u90fd\u7ecf\u5386\u8fc7\u540c\u4e00\u5e55：\u6708\u5ea6\u8d26\u5355\u66b4\u6da8\u4e09\u500d，\u5927\u5bb6\u56f4\u5728\u767d\u677f\u524d\u731c\u539f\u56e0\u3002\u731c"\u662f\u4e0d\u662f\u6a21\u578b\u592a\u8d35"，\u4e8e\u662f\u6362\u4fbf\u5b9c\u6a21\u578b；\u731c"\u662f\u4e0d\u662f\u7528\u6237\u5728\u4e71\u7528"，\u4e8e\u662f\u52a0\u9650\u5236；\u731c"\u662f\u4e0d\u662f\u7f13\u5b58\u6ca1\u5f00"，\u4e8e\u662f\u67e5\u914d\u7f6e\u3002\u6298\u817e\u4e00\u5708，\u8d26\u5355\u901a\u5e38\u53ea\u964d\u4e86\u5341\u51e0\u4e2a\u767e\u5206\u70b9\u3002<\/p>\n

\u56e0\u4e3a\u731c\u9519\u65b9\u5411\u4e86\u3002\u8d26\u5355\u7684\u7ed3\u6784\u4e0d\u6309"\u6a21\u578b"\u5206，\u6309\u8f93\u5165\u662f\u5426\u547d\u4e2d\u7f13\u5b58\u548c\u8f93\u51fa\u5206，\u800c\u8fd9\u4e09\u8005\u7684\u5355\u4ef7\u5dee\u4e86\u4e24\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n

\u5148\u770b\u4e00\u6b21\u5b9e\u6d4b\u7684\u6210\u672c\u7ed3\u6784\u3002\u628a 1 \u4ebf token \u6309\u771f\u5b9e\u6df7\u5408\u6bd4\u4f8b\u644a\u5f00：<\/p>\n\n\u6876token \u5360\u6bd4\u5355\u4ef7（USD \/ \u767e\u4e07）\u6210\u672c\u5360\u603b\u6210\u672c<\/tr>\n\n\n\n\n\n
\u547d\u4e2d\u8f93\u5165<\/td>\n91.26%<\/td>\n0.003<\/td>\n$0.274<\/td>\n12.6%<\/td>\n<\/tr>\n
\u672a\u547d\u4e2d\u8f93\u5165<\/td>\n7.43%<\/td>\n0.15<\/td>\n$1.115<\/td>\n51.4%<\/td>\n<\/tr>\n
\u8f93\u51fa<\/td>\n1.30%<\/td>\n0.60<\/td>\n$0.782<\/td>\n36.0%<\/td>\n<\/tr>\n
\u5408\u8ba1<\/td>\n100%<\/td>\n\u2014<\/td>\n$2.171<\/td>\n100%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e09\u4e2a\u6876\u7684\u6760\u6746\u500d\u7387（\u6bcf 1 \u4ebf token \u7684\u7edd\u5bf9\u82b1\u8d39）\u5206\u522b\u662f：\u547d\u4e2d\u8f93\u5165 $0.30\u3001\u672a\u547d\u4e2d\u8f93\u5165 $15\u3001\u8f93\u51fa $60\u3002\u4e5f\u5c31\u662f\u8bf4，\u8f93\u51fa\u6bcf\u51cf\u5c11 1%，\u7701\u4e0b\u7684\u94b1\u7ea6\u7b49\u4e8e\u672a\u547d\u4e2d\u8f93\u5165\u51cf\u5c11 1.4%\u3002<\/p>\n

\u8fd9\u5f20\u8868\u81f3\u5c11\u6709\u56db\u4e2a\u53cd\u76f4\u89c9\u7ed3\u8bba：<\/p>\n

\u7b2c\u4e00，\u547d\u4e2d\u8f93\u5165\u4e0d\u662f\u514d\u8d39\u7684\u3002\u5b83\u4fbf\u5b9c\u4e94\u5341\u500d，\u4f46\u5360\u4e86 91% \u7684\u91cf，\u5728\u957f\u4e0a\u4e0b\u6587\u91cc\u5b83\u540c\u6837\u662f\u6210\u672c\u7684\u4e00\u90e8\u5206\u3002\u628a\u4e0a\u4e0b\u6587\u5806\u5230 20 \u4e07 token \u53ea\u4e3a\u4e86"\u7ef4\u6301\u9ad8\u547d\u4e2d\u7387"，\u672c\u8d28\u4e0a\u662f\u62ff\u4e94\u5341\u500d\u7684\u6548\u7387\u53bb\u4e70\u4e00\u4e2a\u597d\u770b\u7684\u6bd4\u503c\u3002<\/p>\n

\u7b2c\u4e8c，\u771f\u6b63\u53ef\u52a8\u7684\u65cb\u94ae\u53ea\u6709\u4e24\u4e2a：\u672a\u547d\u4e2d\u8f93\u5165\u7684\u7edd\u5bf9\u91cf，\u548c\u8f93\u51fa\u7684\u957f\u5ea6\u3002\u5176\u4f59\u53d8\u91cf（\u6a21\u578b\u5355\u4ef7\u3001\u6e20\u9053\u3001\u5cf0\u8c37）\u8981\u4e48\u52a8\u4e0d\u4e86，\u8981\u4e48\u6539\u4e00\u6b21\u5c31\u8981\u4ed8\u6574\u6bb5\u91cd\u7b97\u7684\u4ee3\u4ef7\u3002<\/p>\n

\u7b2c\u4e09，\u4f18\u5316\u987a\u5e8f\u7531\u6210\u672c\u5360\u6bd4\u51b3\u5b9a，\u4e0d\u7531\u5355\u4ef7\u51b3\u5b9a\u3002\u5148\u53bb\u6362\u66f4\u4fbf\u5b9c\u7684\u6a21\u578b，\u901a\u5e38\u53ea\u80fd\u5f71\u54cd"\u672a\u547d\u4e2d + \u8f93\u51fa"\u8fd9\u4e24\u5757\u91cc\u7684\u4e00\u90e8\u5206，\u800c\u8fd9\u4e24\u5757\u5df2\u7ecf\u662f\u603b\u6210\u672c\u7684 87%\u3002<\/p>\n

\u7b2c\u56db，20% \u76ee\u6807\u4e0d\u662f\u53e3\u53f7，\u662f\u4e00\u4e2a\u53ef\u9a8c\u7b97\u7684\u6570：$2.171 \u00d7 0.20 \u2248 $0.434 \/ \u4ebf token\u3002\u540e\u9762\u6bcf\u4e00\u8282\u90fd\u4f1a\u56de\u5230\u8fd9\u4e2a\u6570，\u770b\u54ea\u4e2a\u52a8\u4f5c\u80fd\u628a\u5b83\u5f80\u5de6\u63a8\u591a\u5c11\u3002<\/p>\n

\u4e8c\u3001\u5148\u628a\u6210\u672c\u6a21\u578b\u7acb\u8d77\u6765<\/h3>\n

\u5728\u52a8\u624b\u4e4b\u524d，\u5fc5\u987b\u5148\u5199\u4e0b\u4e00\u4e2a\u80fd\u81ea\u6211\u6821\u9a8c\u7684\u6210\u672c\u51fd\u6570，\u5426\u5219\u540e\u9762\u6240\u6709"\u964d\u4e86\u591a\u5c11"\u90fd\u662f\u62cd\u8111\u888b\u3002<\/p>\n

\u6700\u6734\u7d20\u7684\u6a21\u578b\u662f：<\/p>\n

cost = M \u00d7 P_miss + (In \u2212 M) \u00d7 P_hit + Out \u00d7 P_out<\/p>\n

\u5176\u4e2d In \u662f\u603b\u8f93\u5165 token，M \u662f\u5176\u4e2d\u672a\u547d\u4e2d（\u88ab\u91cd\u65b0\u8ba1\u4ef7）\u7684\u90e8\u5206，Out \u662f\u8f93\u51fa token\u3002\u547d\u4e2d\u7387\u5b9a\u4e49\u4e3a hit = 1 \u2212 M \/ In\u3002<\/p>\n

\u8fd9\u4e2a\u5f0f\u5b50\u53ea\u6709\u4e09\u884c，\u5374\u51b3\u5b9a\u4e86\u540e\u9762\u5168\u90e8\u5224\u65ad：<\/p>\n

    \n
  • \u5b83\u662f\u7ebf\u6027\u7684，\u6240\u4ee5\u591a\u4e2a\u6760\u6746\u53ef\u4ee5\u76f8\u4e58，\u4e0d\u4f1a\u4e92\u76f8\u62b5\u6d88；<\/li>\n
  • P_hit \u6bd4 P_miss \u5c0f\u4e00\u5230\u4e24\u4e2a\u6570\u91cf\u7ea7，\u6240\u4ee5"\u547d\u4e2d\u7387"\u5728\u6570\u5b66\u4e0a\u88ab\u5927\u5e45\u653e\u5927\u2014\u2014\u8fd9\u65e2\u662f\u4f18\u5316\u7a7a\u95f4，\u4e5f\u662f\u9677\u9631；<\/li>\n
  • Out \u7684\u7cfb\u6570\u662f P_miss \u7684\u56db\u500d，\u56e0\u6b64"\u5c11\u8bf4\u4e24\u53e5"\u7684\u8fb9\u9645\u6536\u76ca\u7ecf\u5e38\u9ad8\u4e8e"\u591a\u547d\u4e2d\u4e00\u70b9"\u3002<\/li>\n<\/ul>\n

    \u4e3a\u4e86\u770b\u6e05\u94b1\u4ece\u54ea\u91cc\u6f0f\u51fa\u53bb，\u628a\u8fd9\u6761\u94fe\u8def\u753b\u6210\u56fe：<\/p>\n

    #mermaid-svg-wTWjVjmf6mY6MdKI{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-wTWjVjmf6mY6MdKI .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-wTWjVjmf6mY6MdKI .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-wTWjVjmf6mY6MdKI .error-icon{fill:#552222;}#mermaid-svg-wTWjVjmf6mY6MdKI .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-wTWjVjmf6mY6MdKI .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-wTWjVjmf6mY6MdKI .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-wTWjVjmf6mY6MdKI .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-wTWjVjmf6mY6MdKI .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-wTWjVjmf6mY6MdKI .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-wTWjVjmf6mY6MdKI .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-wTWjVjmf6mY6MdKI .marker{fill:#333333;stroke:#333333;}#mermaid-svg-wTWjVjmf6mY6MdKI .marker.cross{stroke:#333333;}#mermaid-svg-wTWjVjmf6mY6MdKI svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-wTWjVjmf6mY6MdKI p{margin:0;}#mermaid-svg-wTWjVjmf6mY6MdKI .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-wTWjVjmf6mY6MdKI .cluster-label text{fill:#333;}#mermaid-svg-wTWjVjmf6mY6MdKI .cluster-label span{color:#333;}#mermaid-svg-wTWjVjmf6mY6MdKI .cluster-label span p{background-color:transparent;}#mermaid-svg-wTWjVjmf6mY6MdKI .label text,#mermaid-svg-wTWjVjmf6mY6MdKI span{fill:#333;color:#333;}#mermaid-svg-wTWjVjmf6mY6MdKI .node rect,#mermaid-svg-wTWjVjmf6mY6MdKI .node circle,#mermaid-svg-wTWjVjmf6mY6MdKI .node ellipse,#mermaid-svg-wTWjVjmf6mY6MdKI .node polygon,#mermaid-svg-wTWjVjmf6mY6MdKI .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-wTWjVjmf6mY6MdKI .rough-node .label text,#mermaid-svg-wTWjVjmf6mY6MdKI .node .label text,#mermaid-svg-wTWjVjmf6mY6MdKI .image-shape .label,#mermaid-svg-wTWjVjmf6mY6MdKI .icon-shape .label{text-anchor:middle;}#mermaid-svg-wTWjVjmf6mY6MdKI .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-wTWjVjmf6mY6MdKI .rough-node .label,#mermaid-svg-wTWjVjmf6mY6MdKI .node .label,#mermaid-svg-wTWjVjmf6mY6MdKI .image-shape .label,#mermaid-svg-wTWjVjmf6mY6MdKI .icon-shape .label{text-align:center;}#mermaid-svg-wTWjVjmf6mY6MdKI .node.clickable{cursor:pointer;}#mermaid-svg-wTWjVjmf6mY6MdKI .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-wTWjVjmf6mY6MdKI .arrowheadPath{fill:#333333;}#mermaid-svg-wTWjVjmf6mY6MdKI .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-wTWjVjmf6mY6MdKI .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-wTWjVjmf6mY6MdKI .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-wTWjVjmf6mY6MdKI .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-wTWjVjmf6mY6MdKI .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-wTWjVjmf6mY6MdKI .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-wTWjVjmf6mY6MdKI .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-wTWjVjmf6mY6MdKI .cluster text{fill:#333;}#mermaid-svg-wTWjVjmf6mY6MdKI .cluster span{color:#333;}#mermaid-svg-wTWjVjmf6mY6MdKI 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-wTWjVjmf6mY6MdKI .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-wTWjVjmf6mY6MdKI rect.text{fill:none;stroke-width:0;}#mermaid-svg-wTWjVjmf6mY6MdKI .icon-shape,#mermaid-svg-wTWjVjmf6mY6MdKI .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-wTWjVjmf6mY6MdKI .icon-shape p,#mermaid-svg-wTWjVjmf6mY6MdKI .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-wTWjVjmf6mY6MdKI .icon-shape .label rect,#mermaid-svg-wTWjVjmf6mY6MdKI .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-wTWjVjmf6mY6MdKI .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-wTWjVjmf6mY6MdKI .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-wTWjVjmf6mY6MdKI :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

    1 \u4ebf Token \u771f\u5b9e\u6df7\u5408<\/p>\n

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

    \u547d\u4e2d\u8f93\u5165 91.26%\u5355\u4ef7 0.003<\/p>\n

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

    \u672a\u547d\u4e2d\u8f93\u5165 7.43%\u5355\u4ef7 0.15<\/p>\n

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

    \u8f93\u51fa 1.30%\u5355\u4ef7 0.60<\/p>\n

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

    $0.274 \u00b7 12.6%<\/p>\n

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

    $1.115 \u00b7 51.4%<\/p>\n

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

    $0.782 \u00b7 36.0%<\/p>\n

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

    \u4e3b\u6218\u573a\u628a M \u7684\u7edd\u5bf9\u503c\u538b\u5230\u6700\u4f4e<\/p>\n

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

    \u6b21\u6218\u573a\u628a\u6bcf\u8f6e\u8f93\u51fa\u538b\u77ed<\/p>\n

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

    \u76ee\u6807 \u00b7 $0.434 \/ \u4ebf token<\/p>\n

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

    \u56fe\u91cc\u90a3\u6761\u4ece M \u51fa\u53d1\u7684\u7bad\u5934，\u662f\u6574\u7bc7\u6587\u7ae0\u7684\u4e3b\u7ebf：\u5148\u628a\u672a\u547d\u4e2d\u7684\u7edd\u5bf9\u91cf\u538b\u4e0b\u53bb，\u547d\u4e2d\u7387\u4f5c\u4e3a\u7ed3\u679c\u81ea\u7136\u8fc7\u7ebf；\u53cd\u8fc7\u6765\u505a\u2014\u2014\u4e3a\u4e86\u6bd4\u503c\u597d\u770b\u800c\u62c9\u957f\u4e0a\u4e0b\u6587\u2014\u2014\u5728\u6570\u5b66\u4e0a\u662f\u4e8f\u7684\u3002<\/p>\n

    \u8fd9\u91cc\u8fd8\u6709\u4e00\u4e2a\u5de5\u7a0b\u4e0a\u6781\u6613\u5ffd\u7565\u7684\u73af\u8282：\u8bb0\u8d26\u53e3\u5f84\u5fc5\u987b\u552f\u4e00\u3002\u771f\u5b9e\u6846\u67b6\u91cc\u901a\u5e38\u5b58\u5728\u4e24\u5957\u6570\u5b57，\u4e00\u5957\u662f\u9010\u8c03\u7528\u843d\u76d8\u7684\u8d26\u672c（\u542b\u5cf0\u8c37\u3001\u53bb\u91cd\u3001\u5355\u4ef7\u5feb\u7167），\u53e6\u4e00\u5957\u662f\u4ee3\u7406\u5c42\u6309\u4f1a\u8bdd\u805a\u5408\u7684\u8bca\u65ad\u7edf\u8ba1\u3002\u4e24\u8005\u5bf9\u540c\u4e00\u4f1a\u8bdd\u7684\u91cf\u7ea7\u53ef\u80fd\u76f8\u5dee\u7ea6\u4e24\u500d，\u56e0\u4e3a\u8bb0\u8d26\u7c92\u5ea6\u4e0d\u540c（\u4e00\u4e2a\u6309\u4e0a\u6e38\u5b9e\u9645\u8ba1\u8d39\u5b57\u6bb5，\u4e00\u4e2a\u6309\u8bf7\u6c42\u4f53\u4f30\u7b97）\u3002\u6df7\u7528\u4f1a\u5f97\u51fa\u5b8c\u5168\u76f8\u53cd\u7684\u7ed3\u8bba：\u7528\u4ee3\u7406\u7edf\u8ba1\u5224\u65ad"\u4eca\u5929\u7701\u4e86\u94b1"，\u8d26\u672c\u53ef\u80fd\u663e\u793a\u4e8f\u4e86\u3002\u8d26\u672c\u7528\u4e8e\u9884\u7b97\u4e0e\u56de\u5f52，\u4ee3\u7406\u7edf\u8ba1\u7528\u4e8e\u5f52\u56e0\u4e0e\u8bca\u65ad，\u6c38\u8fdc\u4e0d\u8981\u4ea4\u53c9\u5f15\u7528\u3002<\/p>\n

    \u4e09\u3001\u547d\u4e2d\u7387\u662f\u6bd4\u7387，\u4e0d\u662f\u6210\u672c<\/h3>\n

    \u4e0a\u4e00\u8282\u57cb\u4e86\u4e00\u4e2a\u9677\u9631，\u8fd9\u4e00\u8282\u62c6\u5f00\u5b83\u3002<\/p>\n

    \u628a hit = 1 \u2212 M \/ In \u4ee3\u56de\u6210\u672c\u5f0f，\u4f1a\u53d1\u73b0\u4e00\u4e2a\u4e0d\u8212\u670d\u7684\u4e8b\u5b9e：\u4e3a\u51b2\u9ad8 hit \u800c\u6269\u5927 In，\u4f60\u5806\u8fdb\u53bb\u7684\u662f\u4e94\u5341\u500d\u624d\u7b49\u4ef7\u7684\u547d\u4e2d token\u3002\u4e3e\u4f8b：\u4f1a\u8bdd A \u547d\u4e2d\u7387 92%\u3001\u4e0a\u4e0b\u6587 4 \u4e07 token；\u4f1a\u8bdd B \u547d\u4e2d\u7387 99%\u3001\u4e0a\u4e0b\u6587 25 \u4e07 token\u3002A \u7684\u603b\u6210\u672c\u53ef\u4ee5\u4f4e\u4e8e B，\u5c3d\u7ba1 B \u7684\u6bd4\u503c\u6f02\u4eae\u5f97\u591a\u3002<\/p>\n

    \u4e8e\u662f\u5f97\u5230\u4e24\u6761\u4e92\u8865\u7684\u76ee\u6807：<\/p>\n

  • \u628a M \u538b\u5230\u7edd\u5bf9\u4f4e，\u6bd4\u503c\u81ea\u7136\u8fbe\u6807；<\/li>\n
  • \u4e0d\u8981\u4e3a\u5237\u6bd4\u503c\u800c\u5ef6\u957f\u4f1a\u8bdd\u2014\u2014\u77ed\u4f1a\u8bdd\u5728\u6570\u5b66\u4e0a\u6839\u672c\u4e0d\u53ef\u80fd\u8fbe\u5230 98%\u3002<\/li>\n

    \u7b2c\u4e8c\u6761\u9700\u8981\u4e00\u4e2a\u63a8\u5bfc\u3002\u5355\u8f6e\u547d\u4e2d\u7387\u8fd1\u4f3c\u4e3a hit \u2248 1 \u2212 \u03b4 \/ C，\u5176\u4e2d \u03b4 \u662f\u672c\u8f6e\u8ffd\u52a0\u7684 token，C \u662f\u672c\u8f6e\u4e0a\u4e0b\u6587\u3002\u4e8e\u662f 98% \u7b49\u4ef7\u4e8e \u03b4 \u2264 0.02 \u00d7 C：<\/p>\n\n\u4e0a\u4e0b\u6587 C\u5141\u8bb8\u7684\u5355\u8f6e\u8ffd\u52a0 \u03b4<\/tr>\n\n\n\n\n
    40K<\/td>\n800 tok<\/td>\n<\/tr>\n
    75K<\/td>\n1.5K tok<\/td>\n<\/tr>\n
    150K<\/td>\n3K tok<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u5b9e\u6d4b\u6bcf\u8f6e\u8ffd\u52a0\u7ea6 1.2K token（\u4e00\u6b21\u5de5\u5177\u8c03\u7528 + \u4e00\u6bb5\u56de\u7b54），\u56e0\u6b64 C \u5fc5\u987b\u6301\u7eed\u4fdd\u6301\u5728 60K \u4ee5\u4e0a，98% \u624d\u662f\u53ef\u8fbe\u7684\u3002\u8fd9\u610f\u5473\u7740：\u4e00\u4e2a\u521a\u5f00\u4e94\u5206\u949f\u3001\u4e0a\u4e0b\u6587\u53ea\u6709 1 \u4e07 token \u7684\u4f1a\u8bdd，\u4e0d\u53ef\u80fd\u6709 98% \u547d\u4e2d，\u95ee\u9898\u4e0d\u5728\u5b9e\u73b0\u3002<\/p>\n

    \u672c\u6b21\u5199\u4f5c\u4f1a\u8bdd\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u73b0\u6210\u7684\u6837\u672c\u3002\u5b83\u7684\u7b2c\u4e00\u4e2a\u8bf7\u6c42：\u8f93\u5165 26.6K token，\u547d\u4e2d 256 token，\u547d\u4e2d\u7387 1.0%，\u672a\u547d\u4e2d 26.3K \u5168\u90e8\u8ba1\u5165"\u65b0\u589e\u5185\u5bb9"\u3002\u8fd9\u4e0d\u662f\u7f3a\u9677\u2014\u2014\u8fd9\u662f\u51b7\u542f\u52a8\u7684\u5fc5\u7136\u5f62\u6001\u3002\u4efb\u4f55\u65b0\u4f1a\u8bdd\u7684\u7b2c\u4e00\u7b14\u8d26，\u90fd\u6309\u5168\u4ef7\u8ba1\u3002\u771f\u6b63\u8981\u76ef\u7684，\u662f\u7b2c\u4e8c\u7b14\u3001\u7b2c\u5341\u7b14\u3001\u7b2c\u4e00\u767e\u7b14\u4e4b\u540e M \u6709\u6ca1\u6709\u6536\u655b\u3002<\/p>\n

    \u6240\u4ee5"98% \u547d\u4e2d"\u7684\u6b63\u786e\u5224\u636e\u4e0d\u662f\u5355\u4e00\u6bd4\u503c，\u800c\u662f\u4e00\u4e2a\u9884\u7b97\u5f0f：<\/p>\n

    98% \u21d4 M \u2264 0.02 \u00d7 In<\/p>\n

    \u5e76\u4e14\u5fc5\u987b\u9010\u8bf7\u6c42\u6838\u5bf9，\u800c\u4e0d\u662f\u770b\u4f1a\u8bdd\u5e73\u5747\u503c\u3002\u56e0\u4e3a\u672a\u547d\u4e2d\u7684\u5206\u5e03\u6781\u5ea6\u4e0d\u5747\u5300：\u5728 125 \u4e2a\u8bf7\u6c42\u91cc\u6709 18 \u4e2a（14%）\u4f4e\u4e8e 80% \u547d\u4e2d，\u5374\u5403\u6389\u4e86\u5168\u90e8\u672a\u547d\u4e2d\u7684 88.5%\u3002\u7701\u94b1\u7684\u52a8\u4f5c\u4e0d\u662f\u666e\u904d\u4f18\u5316，\u800c\u662f\u7cbe\u51c6\u6390\u6389\u8fd9\u5341\u51e0\u4e2a\u574f\u8bf7\u6c42\u3002<\/p>\n

    \u90a3\u4e48\u574f\u8bf7\u6c42\u662f\u600e\u4e48\u4ea7\u751f\u7684？\u5bf9\u5355\u4e2a\u9ad8\u6210\u672c\u4f1a\u8bdd\u505a\u62c6\u89e3，\u672a\u547d\u4e2d\u7531\u4e09\u5757\u6784\u6210：<\/p>\n\n\u672a\u547d\u4e2d\u6765\u6e90\u5360\u8f93\u5165\u4e3b\u8981\u6210\u56e0\u6709\u6ca1\u6709\u65cb\u94ae<\/tr>\n\n\n\n\n
    \u65b0\u589e\u5185\u5bb9（\u6bcf\u8f6e\u589e\u91cf \u03b4）<\/td>\n3.32%<\/td>\n\u5de5\u5177\u8f93\u51fa\u3001\u56de\u590d\u8ffd\u52a0，\u5c5e\u6b63\u5e38\u589e\u957f<\/td>\n\u6709：\u628a\u5927\u5757\u8f93\u51fa\u642c\u51fa\u4e0a\u4e0b\u6587<\/td>\n<\/tr>\n
    \u538b\u7f29\u91cd\u4ed8（fold \u91cd\u7b97）<\/td>\n1.86%<\/td>\n\u6298\u53e0\u6539\u5199\u4e2d\u6bb5\u5386\u53f2，\u5176\u540e\u6574\u6bb5\u91cd\u4ed8<\/td>\n\u6709：\u62ac\u9ad8\u6298\u53e0\u95e8\u69db<\/td>\n<\/tr>\n
    \u9a71\u9010 \/ \u6539\u5199（TTL\u3001\u91cd\u542f\u3001abort）<\/td>\n2.53%<\/td>\n\u7a7a\u7f6e\u3001\u91cd\u542f\u3001\u4e2d\u9014\u53d6\u6d88\u5bfc\u81f4\u4e0a\u6e38\u7f13\u5b58\u5931\u6548<\/td>\n\u90e8\u5206：\u53ea\u80fd\u9760\u7eaa\u5f8b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u5408\u8ba1 7.70%，\u5373\u73b0\u72b6\u547d\u4e2d\u7387 92.30%\u3002\u8981\u538b\u5230 2.00%，\u7b49\u4e8e\u628a\u4e09\u9879\u5206\u522b\u538b\u5230 1.2 \/ 0.3 \/ 0.5\u2014\u2014\u6ca1\u6709\u4efb\u4f55\u5355\u4e00\u5f00\u5173\u80fd\u505a\u5230，\u5fc5\u987b\u4e09\u9879\u540c\u65f6\u4e0b\u5200\u3002\u8fd9\u4e5f\u5c31\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48"\u6253\u5f00\u67d0\u4e2a\u538b\u7f29\u63d2\u4ef6"\u901a\u5e38\u6ca1\u6709\u6548\u679c：\u5b83\u53ea\u4f5c\u7528\u5728\u4e09\u5757\u4e2d\u7684\u4e00\u5757，\u8fd8\u53ef\u80fd\u56e0\u4e3a\u6539\u5199\u4e2d\u6bb5\u800c\u52a0\u91cd\u7b2c\u4e8c\u5757\u3002<\/p>\n

    \u547d\u4e2d\u7387\u8fd9\u4e2a\u6bd4\u503c\u8fd8\u6709\u4e09\u79cd\u5e38\u89c1\u7684\u5931\u771f，\u90fd\u4f1a\u8ba9\u4eba\u8bef\u5224\u3002<\/p>\n

    \u5931\u771f\u4e00：\u5206\u6bcd\u88ab\u7a00\u91ca\u3002 \u628a\u5927\u91cf\u77ed\u4f1a\u8bdd\u6df7\u8fdb\u7edf\u8ba1，\u5747\u503c\u4f1a\u88ab\u9996\u8bf7\u6c42\u7684\u4f4e\u547d\u4e2d\u62c9\u4f4e\u3002\u4e00\u4e2a\u7cfb\u7edf\u91cc\u82e5\u6bcf\u5929\u65b0\u5f00\u4e24\u767e\u4e2a\u4f1a\u8bdd，\u6bcf\u4e2a\u9996\u8bf7\u6c42\u6309 1% \u8ba1，\u90a3\u4e48\u6574\u4f53\u547d\u4e2d\u7387\u5929\u7136\u6bd4"\u7a33\u6001\u547d\u4e2d\u7387"\u4f4e\u5341\u51e0\u4e2a\u767e\u5206\u70b9\u3002\u6b63\u786e\u7684\u505a\u6cd5\u662f\u5206\u4e24\u5c42\u62a5\u6570：\u9996\u8bf7\u6c42\u5355\u72ec\u8ba1\u6570，\u7a33\u6001\u8bf7\u6c42\u5355\u72ec\u8ba1\u6570\u3002<\/p>\n

    \u5931\u771f\u4e8c：\u8bf7\u6c42\u6570\u4e0d\u5747\u3002 \u6bd4\u7387\u5bf9\u6bcf\u4e2a\u8bf7\u6c42\u7b49\u6743，\u800c\u8d26\u5355\u5bf9\u6bcf\u4e2a\u8bf7\u6c42\u6309 token \u52a0\u6743\u3002\u4e00\u4e2a 20 \u4e07 token \u7684\u8bf7\u6c42\u548c\u4e00\u4e2a 2 \u5343 token \u7684\u8bf7\u6c42\u5404\u7b97\u4e00\u6b21"\u547d\u4e2d\/\u672a\u547d\u4e2d"，\u524d\u8005\u5bf9\u6210\u672c\u7684\u5f71\u54cd\u662f\u540e\u8005\u7684\u4e00\u767e\u500d\u3002\u56e0\u6b64\u6bd4\u503c\u8fbe\u6807\u4e0d\u4ee3\u8868\u8d26\u5355\u8fbe\u6807，\u5fc5\u987b\u540c\u65f6\u770b\u672a\u547d\u4e2d\u7684\u7edd\u5bf9\u91cf\u3002<\/p>\n

    \u5931\u771f\u4e09：\u547d\u4e2d\u4e0d\u7b49\u4e8e\u590d\u7528\u3002 \u4e0a\u6e38\u6309\u524d\u7f00\u5339\u914d，\u547d\u4e2d\u53ea\u80fd\u8bf4\u660e"\u8fd9\u6bb5\u5b57\u8282\u4e4b\u524d\u89c1\u8fc7"，\u4e0d\u8bf4\u660e"\u8fd9\u6bb5\u5b57\u8282\u6709\u7528"\u3002\u628a\u65e0\u7528\u7684\u957f\u5de5\u5177\u8f93\u51fa\u7559\u5728\u4e0a\u4e0b\u6587\u91cc，\u65e2\u62ff\u547d\u4e2d，\u4e5f\u4ed8\u6bcf\u8f6e\u7684\u547d\u4e2d\u8d39\u3002\u524d\u6587\u90a3\u53e5"\u547d\u4e2d\u4e0d\u662f\u514d\u8d39\u7684"，\u5728\u5b9e\u73b0\u5c42\u9762\u5c31\u662f\u8fd9\u4e2a\u610f\u601d\u3002<\/p>\n

    \u56db\u3001\u628a\u955c\u5934\u5bf9\u51c6\u6846\u67b6：\u6210\u672c\u673a\u5236\u5230\u5e95\u5b9e\u73b0\u5728\u54ea\u4e00\u5c42<\/h3>\n

    \u524d\u9762\u4e09\u8282\u662f\u6210\u672c\u5b66，\u548c\u5177\u4f53\u6846\u67b6\u65e0\u5173\u3002\u4f46"\u77e5\u9053\u8be5\u538b M"\u4e0e"\u771f\u7684\u80fd\u628a M \u538b\u4e0b\u53bb"\u4e4b\u95f4，\u9694\u7740\u4e00\u6574\u5957\u5b9e\u73b0\u3002\u8fd9\u4e00\u8282\u628a\u955c\u5934\u5bf9\u51c6\u4e00\u4e2a\u771f\u5b9e\u7684 Agent \u6846\u67b6（DeepSeek Harness，\u4e0b\u79f0 DSH），\u9010\u5c42\u770b\u5b83\u5728\u54ea\u91cc\u82b1\u94b1\u3001\u54ea\u91cc\u7701\u94b1\u3001\u54ea\u91cc\u80fd\u6539\u3001\u54ea\u91cc\u6539\u4e86\u5c31\u4e8f\u3002<\/p>\n

    4.1 \u4e00\u6761\u8bf7\u6c42\u7684\u5b57\u8282\u7ed3\u6784，\u51b3\u5b9a\u4e86\u7f13\u5b58\u80fd\u4e0d\u80fd\u590d\u7528<\/h4>\n

    \u6240\u6709 prompt cache \u7684\u5b9e\u73b0\u90fd\u9075\u5faa\u540c\u4e00\u4ef6\u4e8b：\u4e0a\u6e38\u6309\u524d\u7f00\u5339\u914d\u3002\u5b83\u7ef4\u62a4\u4e00\u68f5\u524d\u7f00\u6811，\u53ea\u6709\u5f53\u65b0\u8bf7\u6c42\u7684\u5b57\u8282\u5e8f\u5217\u4e0e\u67d0\u4e2a\u5df2\u6709\u524d\u7f00\u9010\u5b57\u8282\u4e00\u81f4\u65f6，\u8d85\u51fa\u90e8\u5206\u624d\u6309"\u65b0\u589e"\u8ba1\u4ef7\u3002\u6240\u4ee5\u5bf9 Agent \u800c\u8a00，\u4e00\u6b21\u8bf7\u6c42\u7684\u5b57\u8282\u7ed3\u6784\u5c31\u662f\u5b83\u7684\u6210\u672c\u7ed3\u6784\u3002<\/p>\n

    DSH \u7684\u8bf7\u6c42\u4f53\u5927\u81f4\u6309\u4ee5\u4e0b\u987a\u5e8f\u7ec4\u88c5：<\/p>\n

  • \u7cfb\u7edf\u63d0\u793a（\u8eab\u4efd\u3001\u89c4\u5219\u3001\u5de5\u4f5c\u533a\u7ea6\u5b9a\u3001\u6ce8\u5165\u7684\u8fd0\u884c\u65f6\u5feb\u7167）；<\/li>\n
  • AGENTS.md \u7b49\u5de5\u4f5c\u533a\u6307\u4ee4；<\/li>\n
  • \u6280\u80fd\u76ee\u5f55\u6458\u8981\u4e0e\u8bb0\u5fc6\u89c6\u56fe（\u6309\u4f1a\u8bdd\u72b6\u6001\u751f\u6210）；<\/li>\n
  • \u5de5\u5177 schema \u5217\u8868（\u6309\u6ce8\u518c\u987a\u5e8f\u5e8f\u5217\u5316）；<\/li>\n
  • \u5386\u53f2\u6d88\u606f（user \/ assistant \/ tool result）；<\/li>\n
  • \u672c\u8f6e\u8ffd\u52a0\u3002<\/li>\n

    \u524d\u516d\u6bb5\u91cc，\u524d\u56db\u6bb5\u662f\u7a33\u5b9a\u524d\u7f00，\u7b2c\u4e94\u6bb5\u662f\u589e\u91cf\u533a，\u7b2c\u516d\u6bb5\u662f\u672c\u8f6e\u589e\u91cf\u3002\u6210\u672c\u7531\u6b64\u5206\u6210\u4e09\u7c7b：\u7a33\u5b9a\u524d\u7f00\u547d\u4e2d（\u4fbf\u5b9c）\u3001\u5386\u53f2\u589e\u91cf（\u4fbf\u5b9c，\u53ea\u8981\u6ca1\u88ab\u6539\u5199）\u3001\u672c\u8f6e\u8ffd\u52a0（\u5168\u4ef7）\u3002<\/p>\n

    \u4e8e\u662f"\u7f13\u5b58\u547d\u4e2d\u7387"\u5728\u5b9e\u73b0\u4e0a\u9000\u5316\u6210\u4e00\u4e2a\u975e\u5e38\u5177\u4f53\u7684\u95ee\u9898：\u524d\u56db\u6bb5\u6709\u6ca1\u6709\u88ab\u91cd\u5199？ \u4efb\u4f55\u4e00\u5904\u6539\u52a8\u90fd\u4f1a\u5bfc\u81f4\u4ece\u5b57\u8282 0 \u8d77\u5168\u90e8\u5931\u6548\u2014\u2014\u4e0d\u662f\u635f\u5931\u90a3\u4e00\u6bb5，\u800c\u662f\u635f\u5931\u540e\u9762\u6240\u6709\u5185\u5bb9\u3002<\/p>\n

    \u8fd9\u89e3\u91ca\u4e86\u51e0\u6761\u770b\u8d77\u6765\u50cf\u7384\u5b66\u7684\u7eaa\u5f8b：<\/p>\n

      \n
    • \u4f1a\u8bdd\u4e2d\u9014\u88c5\u63d2\u4ef6\u3001\u5378\u6280\u80fd\u3001\u6539 AGENTS.md，\u4f1a\u8ba9\u7b2c 3 \u6bb5\u4e0e\u7b2c 4 \u6bb5\u53d8\u5316；<\/li>\n
    • \u4e2d\u9014\u5207\u6362\u6a21\u578b\u6216\u63a8\u7406\u6863\u4f4d，\u4f1a\u8ba9\u4e0a\u6e38\u7f13\u5b58\u5206\u533a\u5931\u6548（\u4e0d\u540c\u6a21\u578b\/\u4e0d\u540c thinking \u914d\u7f6e\u547d\u4e2d\u4e0d\u540c\u524d\u7f00\u6811）；<\/li>\n
    • \u4f1a\u8bdd\u4e2d\u9014\u5199\u8bb0\u5fc6，\u4f1a\u5b9e\u65f6\u91cd\u5199\u7b2c 3 \u6bb5；<\/li>\n
    • \u5de5\u5177 schema \u6309\u6ce8\u518c\u987a\u5e8f\u751f\u6210，\u589e\u5220\u4e00\u4e2a MCP \u5de5\u5177\u5c31\u662f\u4e00\u6b21\u524d\u7f00\u53d8\u66f4\u3002<\/li>\n<\/ul>\n

      \u53cd\u8fc7\u6765，\u5c3e\u90e8\u6ce8\u5165\u662f\u5b89\u5168\u7684\u3002\u65f6\u95f4\u4e0a\u4e0b\u6587\u8fd9\u7c7b"\u6bcf\u8f6e\u52a0\u5728\u6700\u540e"\u7684\u5185\u5bb9，\u6700\u591a\u6539\u53d8\u5c3e\u90e8\u4e00\u884c，\u524d\u7f00\u4e0d\u53d7\u5f71\u54cd\u3002\u5224\u65ad\u6807\u51c6\u53ea\u6709\u4e00\u6761：\u5b83\u662f"\u6bcf\u8f6e\u90fd\u6539\u5199\u5934\u90e8"，\u8fd8\u662f"\u53ea\u5728\u5c3e\u90e8\u8ffd\u52a0"\u3002<\/p>\n

      4.2 \u4e0a\u4e0b\u6587\u6cbb\u7406\u5c42：\u56db\u79cd\u80fd\u529b，\u56db\u79cd\u4ee3\u4ef7<\/h4>\n

      DSH \u7684\u4e0a\u4e0b\u6587\u6cbb\u7406\u7531\u72ec\u7acb\u4e00\u5c42\u8d1f\u8d23（billion-context），\u5b83\u63d0\u4f9b\u56db\u79cd\u4e92\u4e0d\u7b49\u4ef7\u7684\u673a\u5236\u3002\u7406\u89e3\u5b83\u4eec\u7684\u533a\u522b，\u662f\u907f\u514d"\u8d8a\u538b\u8d8a\u8d35"\u7684\u524d\u63d0\u3002<\/p>\n

      （\u4e00）\u6574\u4f53\u6298\u53e0（compress）\u3002 \u628a\u4e00\u6bb5\u5df2\u6d88\u8d39\u7684\u5386\u53f2\u66ff\u6362\u6210\u81ea\u5305\u542b\u6458\u8981\u3002\u6536\u76ca\u662f\u4e0a\u4e0b\u6587\u53d8\u77ed\u3001\u540e\u7eed\u6bcf\u8f6e\u91cd\u53d1\u91cf\u4e0b\u964d；\u4ee3\u4ef7\u662f\u6539\u5199\u4e2d\u6bb5\u5b57\u8282，\u5176\u540e\u6240\u6709\u8bf7\u6c42\u7684\u524d\u7f00\u5931\u6548，\u9700\u6574\u6bb5\u91cd\u4ed8\u3002\u56e0\u6b64\u6298\u53e0\u7684\u51c0\u6536\u76ca\u53d6\u51b3\u4e8e"\u5269\u4e0b\u8fd8\u6709\u591a\u5c11\u8f6e"：\u6298\u5f97\u65e9\u3001\u4f1a\u8bdd\u8fd8\u957f，\u8d5a；\u4f1a\u8bdd\u5feb\u7ed3\u675f\u4e86\u624d\u6298，\u7eaf\u4e8f\u3002<\/p>\n

      （\u4e8c）\u5de5\u5177\u7ed3\u679c\u84b8\u998f（absorb）\u3002 \u5bf9\u8d85\u957f\u5de5\u5177\u8f93\u51fa（\u9ed8\u8ba4\u9608\u503c 4000 token）\u751f\u6210\u6458\u8981，\u539f\u6587\u79fb\u51fa\u4e0a\u4e0b\u6587\u3002\u5b83\u7684\u4f5c\u7528\u70b9\u6bd4\u6298\u53e0\u66f4\u7ec6：\u53ea\u52a8\u4e00\u6761\u6d88\u606f，\u4e0d\u52a8\u6574\u6bb5\u5386\u53f2，\u6240\u4ee5\u524d\u7f00\u7834\u574f\u9762\u66f4\u5c0f\u3002\u89e6\u53d1\u8fd8\u5e26\u6c34\u4f4d\u6761\u4ef6（\u9ed8\u8ba4\u4e0a\u4e0b\u6587\u8d85\u8fc7 75% \u624d\u542f\u7528），\u907f\u514d\u5728\u4e0a\u4e0b\u6587\u5bbd\u88d5\u65f6\u505a\u65e0\u8c13\u84b8\u998f\u3002<\/p>\n

      （\u4e09）\u5185\u5bb9\u5bfb\u5740\u5916\u7f6e（CCR）\u3002 \u628a\u5927\u7ed3\u679c\u5199\u5230\u672c\u5730\u5b58\u50a8，\u53ea\u5728\u4e0a\u4e0b\u6587\u91cc\u7559\u4e00\u4e2a\u5f62\u5982 📦 [acp-stored #m00423] \u7684\u53e5\u67c4，\u9700\u8981\u65f6\u518d\u6309 id \u53d6\u56de\u3002\u8fd9\u662f"\u65e0\u635f"\u7684：\u539f\u6587\u6ca1\u6709\u6d88\u5931，\u53ea\u662f\u4e0d\u5728\u70ed\u8def\u5f84\u4e0a\u3002\u5b83\u5bf9\u6210\u672c\u662f\u53cc\u8d62\u2014\u2014\u65e2\u964d\u4f4e\u6bcf\u8f6e\u589e\u91cf \u03b4，\u53c8\u964d\u4f4e\u6298\u53e0\u9891\u7387\u3002\u4f46\u5b83\u9ed8\u8ba4\u9700\u8981\u663e\u5f0f\u5f00\u542f，\u4e14\u8981\u914d\u7f6e\u6392\u9664\u540d\u5355（\u7cbe\u786e\u8bfb\u53d6\u7c7b\u5de5\u5177\u5982 read\u3001grep \u4e0d\u9002\u5408\u5916\u7f6e，\u56e0\u4e3a\u8bfb\u8005\u5f80\u5f80\u53ea\u9700\u8981\u5176\u4e2d\u4e00\u5c0f\u6bb5）\u3002<\/p>\n

      （\u56db）\u8f93\u51fa\u89c4\u8bad（outputSteering）\u3002 \u5728\u7cfb\u7edf\u63d0\u793a\u5c3e\u90e8\u6ce8\u5165\u8f93\u51fa\u7eaa\u5f8b：\u4e0d\u89e3\u91ca\u3001\u4e0d\u590d\u8ff0\u3001\u8868\u683c\u4f18\u5148\u3001\u65e0\u8981\u6c42\u4e0d\u7ed9\u4ee3\u7801\u5168\u6587\u3002\u5b83\u51e0\u4e4e\u96f6\u6210\u672c，\u4e14\u5bf9\u957f\u4f1a\u8bdd\u6709\u590d\u5229\u6548\u5e94\u2014\u2014\u6bcf\u8f6e\u5c11\u8bf4 300 token，100 \u8f6e\u5c31\u662f 3 \u4e07 token \u7684\u8f93\u51fa\u8282\u7701\u3002\u4f46\u8981\u6ce8\u610f：\u5173\u95ed\u5176\u4e2d\u7684"\u6309\u4efb\u52a1\u96be\u5ea6\u81ea\u52a8\u5207\u6362\u63a8\u7406\u6863\u4f4d"\u90a3\u4e00\u9879，\u5426\u5219\u5b83\u4f1a\u5728\u9ad8\u538b\u8f6e\u6b21\u628a\u6863\u4f4d\u94b3\u4f4e，\u53cd\u5411\u5236\u9020 effort \u5207\u6362，\u5728 wire \u4e0a\u5f62\u6210\u4e24\u5957\u524d\u7f00\u4ea4\u66ff\u3002<\/p>\n

      \u56db\u8005\u7684\u4ee3\u4ef7\u53ef\u4ee5\u62c9\u4e00\u5f20\u5bf9\u7167\u8868\u3002\u5b83\u6bd4\u4efb\u4f55"\u4f18\u5316\u5efa\u8bae"\u90fd\u5b9e\u7528，\u56e0\u4e3a\u5b83\u76f4\u63a5\u544a\u8bc9\u4f60\u6bcf\u6b21\u6cbb\u7406\u52a8\u4f5c\u8981\u4ed8\u4ec0\u4e48：<\/p>\n\n\u673a\u5236\u4f5c\u7528\u70b9\u6536\u76ca\u4ee3\u4ef7\u4f55\u65f6\u7528<\/tr>\n\n\n\n\n\n
      compress \u6298\u53e0<\/td>\n\u6574\u6bb5\u4e2d\u6bb5\u5386\u53f2<\/td>\n\u540e\u7eed\u6bcf\u8f6e\u91cd\u53d1\u91cf\u4e0b\u964d<\/td>\n\u6539\u5199\u4e2d\u6bb5，\u5176\u540e\u5168\u6bb5\u91cd\u4ed8\u4e00\u6b21<\/td>\n\u5386\u53f2\u786e\u5b9a\u4e0d\u518d\u56de\u8bfb\u3001\u5269\u4f59\u8f6e\u6b21\u8db3\u591f\u591a<\/td>\n<\/tr>\n
      absorb \u84b8\u998f<\/td>\n\u5355\u6761\u8d85\u957f\u5de5\u5177\u7ed3\u679c<\/td>\n\u964d\u672c\u8f6e\u589e\u91cf<\/td>\n\u6709\u635f，\u7ec6\u8282\u4e0d\u53ef\u56de\u6eaf<\/td>\n\u5de5\u5177\u8f93\u51fa\u5df2\u6d88\u5316\u3001\u4e0a\u4e0b\u6587\u7d27\u5f20<\/td>\n<\/tr>\n
      CCR \u5916\u7f6e<\/td>\n\u5927\u7ed3\u679c\u6574\u4f53<\/td>\n\u65e0\u635f\u964d\u589e\u91cf\u3001\u964d\u6298\u53e0\u9891\u7387<\/td>\n\u9700\u8981\u4e00\u6b21\u53d6\u56de\u6210\u672c\u3001\u9700\u6392\u9664\u7cbe\u786e\u8bfb\u53d6\u5de5\u5177<\/td>\n\u7ed3\u679c\u53ef\u5ef6\u8fdf\u8bfb\u53d6\u3001\u4f53\u79ef\u5927<\/td>\n<\/tr>\n
      outputSteering<\/td>\n\u7cfb\u7edf\u63d0\u793a\u5c3e\u90e8<\/td>\n\u6bcf\u8f6e\u8f93\u51fa\u53d8\u77ed，\u590d\u5229<\/td>\n\u53ef\u80fd\u727a\u7272\u53ef\u8bfb\u6027<\/td>\n\u9ed8\u8ba4\u5f00\u542f，\u957f\u671f\u6536\u76ca\u6700\u5927<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u8fd9\u5f20\u8868\u8fd8\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u6cbb\u7406\u987a\u5e8f\u4e0d\u80fd\u53cd：\u5916\u7f6e（\u65e0\u635f）\u5e94\u8be5\u5148\u4e8e\u84b8\u998f（\u6709\u635f），\u84b8\u998f\u5e94\u8be5\u5148\u4e8e\u6298\u53e0（\u6539\u5199\u5386\u53f2）\u3002\u80fd\u7528\u65e0\u635f\u624b\u6bb5\u89e3\u51b3\u7684，\u4e0d\u8981\u7528\u6709\u635f\u7684；\u80fd\u53ea\u52a8\u4e00\u6761\u6d88\u606f\u7684，\u4e0d\u8981\u52a8\u6574\u6bb5\u5386\u53f2\u3002<\/p>\n

      \u56db\u8005\u7684\u4f5c\u7528\u70b9\u753b\u6210\u4e00\u5f20\u51b3\u7b56\u56fe：<\/p>\n

      #mermaid-svg-FTffjgKxAJEGcOT2{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-FTffjgKxAJEGcOT2 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-FTffjgKxAJEGcOT2 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-FTffjgKxAJEGcOT2 .error-icon{fill:#552222;}#mermaid-svg-FTffjgKxAJEGcOT2 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-FTffjgKxAJEGcOT2 .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-FTffjgKxAJEGcOT2 .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-FTffjgKxAJEGcOT2 .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-FTffjgKxAJEGcOT2 .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-FTffjgKxAJEGcOT2 .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-FTffjgKxAJEGcOT2 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-FTffjgKxAJEGcOT2 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-FTffjgKxAJEGcOT2 .marker.cross{stroke:#333333;}#mermaid-svg-FTffjgKxAJEGcOT2 svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-FTffjgKxAJEGcOT2 p{margin:0;}#mermaid-svg-FTffjgKxAJEGcOT2 .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-FTffjgKxAJEGcOT2 .cluster-label text{fill:#333;}#mermaid-svg-FTffjgKxAJEGcOT2 .cluster-label span{color:#333;}#mermaid-svg-FTffjgKxAJEGcOT2 .cluster-label span p{background-color:transparent;}#mermaid-svg-FTffjgKxAJEGcOT2 .label text,#mermaid-svg-FTffjgKxAJEGcOT2 span{fill:#333;color:#333;}#mermaid-svg-FTffjgKxAJEGcOT2 .node rect,#mermaid-svg-FTffjgKxAJEGcOT2 .node circle,#mermaid-svg-FTffjgKxAJEGcOT2 .node ellipse,#mermaid-svg-FTffjgKxAJEGcOT2 .node polygon,#mermaid-svg-FTffjgKxAJEGcOT2 .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-FTffjgKxAJEGcOT2 .rough-node .label text,#mermaid-svg-FTffjgKxAJEGcOT2 .node .label text,#mermaid-svg-FTffjgKxAJEGcOT2 .image-shape .label,#mermaid-svg-FTffjgKxAJEGcOT2 .icon-shape .label{text-anchor:middle;}#mermaid-svg-FTffjgKxAJEGcOT2 .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-FTffjgKxAJEGcOT2 .rough-node .label,#mermaid-svg-FTffjgKxAJEGcOT2 .node .label,#mermaid-svg-FTffjgKxAJEGcOT2 .image-shape .label,#mermaid-svg-FTffjgKxAJEGcOT2 .icon-shape .label{text-align:center;}#mermaid-svg-FTffjgKxAJEGcOT2 .node.clickable{cursor:pointer;}#mermaid-svg-FTffjgKxAJEGcOT2 .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-FTffjgKxAJEGcOT2 .arrowheadPath{fill:#333333;}#mermaid-svg-FTffjgKxAJEGcOT2 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-FTffjgKxAJEGcOT2 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-FTffjgKxAJEGcOT2 .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-FTffjgKxAJEGcOT2 .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-FTffjgKxAJEGcOT2 .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-FTffjgKxAJEGcOT2 .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-FTffjgKxAJEGcOT2 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-FTffjgKxAJEGcOT2 .cluster text{fill:#333;}#mermaid-svg-FTffjgKxAJEGcOT2 .cluster span{color:#333;}#mermaid-svg-FTffjgKxAJEGcOT2 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-FTffjgKxAJEGcOT2 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-FTffjgKxAJEGcOT2 rect.text{fill:none;stroke-width:0;}#mermaid-svg-FTffjgKxAJEGcOT2 .icon-shape,#mermaid-svg-FTffjgKxAJEGcOT2 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-FTffjgKxAJEGcOT2 .icon-shape p,#mermaid-svg-FTffjgKxAJEGcOT2 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-FTffjgKxAJEGcOT2 .icon-shape .label rect,#mermaid-svg-FTffjgKxAJEGcOT2 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-FTffjgKxAJEGcOT2 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-FTffjgKxAJEGcOT2 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-FTffjgKxAJEGcOT2 :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/span><\/p>\n

      \u662f<\/p>\n

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

      \u5426<\/p>\n

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

      \u4f4e\u4e8e 75%<\/p>\n

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

      \u9ad8\u4e8e 75%<\/p>\n

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

      \u6709 \u00b7 \u8d85\u8fc7 4000 tok<\/p>\n

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

      \u6709 \u00b7 \u53ef\u5ef6\u8fdf\u8bfb\u53d6<\/p>\n

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

      \u65e0<\/p>\n

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

      \u662f<\/p>\n

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

      \u5426 \u00b7 \u5feb\u6536\u5c3e<\/p>\n

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

      \u8bf7\u6c42\u5373\u5c06\u53d1\u51fa<\/p>\n

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

      \u7a33\u5b9a\u524d\u7f00\u662f\u5426\u88ab\u6539\u5199?<\/p>\n

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

      \u6574\u6bb5\u91cd\u4ed8\u4ece\u5b57\u8282 0 \u8d77\u5931\u6548<\/p>\n

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

      \u524d\u7f00\u547d\u4e2d<\/p>\n

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

      \u4e0a\u4e0b\u6587\u6c34\u4f4d<\/p>\n

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

      \u6b63\u5e38\u8ffd\u52a0<\/p>\n

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

      \u6709\u65e0\u8d85\u957f\u5de5\u5177\u7ed3\u679c<\/p>\n

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

      absorb \u84b8\u998f\u53ea\u52a8\u4e00\u6761\u6d88\u606f<\/p>\n

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

      CCR \u5916\u7f6e\u7559\u53e5\u67c4 \u00b7 \u65e0\u635f<\/p>\n

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

      \u5386\u53f2\u662f\u5426\u5df2\u6d88\u8d39\u4e14\u5269\u4f59\u8f6e\u6b21\u591f\u591a<\/p>\n

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

      compress \u6298\u53e0\u6539\u5199\u4e2d\u6bb5 \u00b7 \u5168\u6bb5\u91cd\u4ed8<\/p>\n

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

      \u4e0d\u52a8\u6298\u53e0\u5fc5\u4e8f<\/p>\n

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

      \u964d\u4f4e\u6bcf\u8f6e\u589e\u91cf \u03b4<\/p>\n

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

      \u964d\u4f4e\u91cd\u53d1\u91cf\u4f46\u4ed8\u4e00\u6b21\u91cd\u7b97<\/p>\n

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

      \u8d26\u5355\u7ed3\u7b97<\/p>\n

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

      \u8fd9\u5f20\u56fe\u7684\u6bcf\u4e2a\u5224\u65ad\u8282\u70b9，\u90fd\u5bf9\u5e94\u4e00\u4e2a\u771f\u5b9e\u53c2\u6570\u3002\u628a\u5b83\u5f53\u6210\u8c03\u53c2\u5730\u56fe，\u6bd4\u80cc\u53c2\u6570\u8868\u66f4\u6709\u7528\u3002<\/p>\n

      4.3 \u6c34\u4f4d\u7ebf：\u4ec0\u4e48\u65f6\u5019\u8be5\u538b，\u4ec0\u4e48\u65f6\u5019\u4e0d\u8be5\u538b<\/h4>\n

      \u6cbb\u7406\u5c42\u6709\u4e00\u7ec4\u6c34\u4f4d\u9608\u503c，\u51b3\u5b9a\u4ec0\u4e48\u65f6\u5019\u63d0\u9192\u3001\u4ec0\u4e48\u65f6\u5019\u786c\u538b：<\/p>\n\n\u9608\u503c\u5178\u578b\u53d6\u503c\u53d1\u751f\u540e<\/tr>\n\n\n\n\n
      \u9996\u6b21\u6700\u4f4e\u6c34\u4f4d<\/td>\n45%<\/td>\n\u6781\u65e9\u671f\u5c31\u53ef\u80fd\u89e6\u53d1\u4e00\u6b21\u6298\u53e0，\u9700\u8c28\u614e<\/td>\n<\/tr>\n
      \u63d0\u9192（nudge）<\/td>\n75%<\/td>\n\u5efa\u8bae\u4e3b\u52a8\u538b\u7f29，\u4e0d\u5f3a\u5236<\/td>\n<\/tr>\n
      \u7d27\u6025（emergency）<\/td>\n95%<\/td>\n\u76f4\u63a5\u786c\u622a\u65ad，\u5185\u5bb9\u6709\u4e22\u5931\u98ce\u9669<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u6ce8\u610f\u8fd9\u91cc\u6709\u4e00\u4e2a\u5e38\u88ab\u8bef\u89e3\u7684\u5730\u65b9：\u5230\u7ebf\u4e0d\u7b49\u4e8e\u8be5\u538b\u3002\u538b\u7f29\u8981\u91cd\u4ed8\u4e00\u6b21\u524d\u7f00（\u6539\u5199 byte 0 \u8d77\u7f13\u5b58），\u6240\u4ee5\u5b83\u7684\u7ecf\u6d4e\u5224\u636e\u662f"\u91cd\u4ed8\u6210\u672c < \u8282\u7701\u7684\u672a\u547d\u4e2d \u00d7 \u5269\u4f59\u8f6e\u6570"\u3002\u5f53\u4e0a\u4e0b\u6587\u5df2\u63a5\u8fd1 80%\u3001\u4f1a\u8bdd\u4e5f\u5feb\u7ed3\u675f，\u5269\u4f59\u8f6e\u6570\u901a\u5e38\u53ea\u6709\u4e2a\u4f4d\u6570，\u6b64\u65f6\u538b\u7f29\u7684\u671f\u671b\u6536\u76ca\u662f\u8d1f\u7684\u2014\u2014\u6b63\u786e\u52a8\u4f5c\u662f\u6536\u5c3e\u3001\u5199\u53ef\u4ea4\u63a5\u7684\u4ea4\u4ed8\u7269\u3001\u5f00\u65b0\u4f1a\u8bdd\u3002<\/p>\n

      \u8fd9\u4e5f\u662f\u5b9e\u6d4b\u4e2d"10 \u6b21\u6298\u53e0\u6709 6 \u6b21\u4e0d\u56de\u672c"\u7684\u6765\u6e90\u3002\u6298\u53e0\u4e0d\u662f\u514d\u8d39\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406，\u5b83\u662f\u5e26\u6760\u6746\u7684\u501f\u8d37：\u501f\u7684\u662f\u5f53\u4e0b\u7684\u4e0a\u4e0b\u6587\u7a7a\u95f4，\u8fd8\u7684\u662f\u5176\u540e\u6574\u6bb5\u7684\u91cd\u65b0\u8ba1\u4ef7\u3002<\/p>\n

      4.4 \u6298\u53e0\u95e8\u69db：\u4e3a\u4ec0\u4e48\u7528\u5b57\u7b26\u800c\u4e0d\u662f token<\/h4>\n

      \u6298\u53e0\u5b9e\u73b0\u91cc\u6709\u4e00\u4e2a\u5173\u4e8e\u95e8\u69db\u7684\u7ec6\u8282\u503c\u5f97\u5355\u8bf4\u3002\u914d\u7f6e\u9879\u662f\u6309\u5b57\u7b26\u8ba1\u7684，\u4f8b\u5982 60000 \u5b57\u7b26\u3002\u800c\u4e2d\u6587\u7684 token \u6362\u7b97\u6bd4\u662f 1 \u5230 2 \u4e2a\u5b57\u7b26\u6bcf token（\u89c6\u5185\u5bb9\u800c\u5b9a），\u6240\u4ee5 60000 \u5b57\u7b26\u5927\u7ea6\u843d\u5728 3 \u4e07\u5230 6 \u4e07 token \u4e4b\u95f4\u3002<\/p>\n

      \u5982\u679c\u6309"\u6bcf 2 \u4e07 token \u6298\u4e00\u6b21"\u6765\u8bbe\u8ba1，\u5728\u4e2d\u6587\u573a\u666f\u4e0b\u5c31\u4f1a\u9891\u7e41\u6298\u53e0\u2014\u2014\u6bcf\u6298\u4e00\u6b21，\u5176\u540e\u6240\u6709\u8bf7\u6c42\u91cd\u4ed8\u4e00\u6b21\u3002\u4e8e\u662f\u51fa\u73b0"\u6298\u5b8c\u9a6c\u4e0a\u53c8\u8981\u56de\u8bfb\u539f\u6587"\u7684\u51c0\u4e8f\u3002\u8fd9\u6b63\u662f\u628a\u95e8\u69db\u4ece token \u6539\u6210\u5b57\u7b26\u3001\u5e76\u628a\u503c\u62ac\u9ad8\u7684\u539f\u56e0：\u4e2d\u95f4\u90a3\u6bb5\u5386\u53f2\u5b81\u53ef\u8ba9\u5b83\u957f，\u4e5f\u4e0d\u8981\u53cd\u590d\u6539\u5199\u3002<\/p>\n

      \u4e00\u4e2a\u53ef\u590d\u7528\u7684\u5224\u65ad\u662f：\u6298\u53e0\u53ea\u5728"\u8fd9\u6bb5\u5386\u53f2\u786e\u5b9a\u4e0d\u4f1a\u518d\u88ab\u8bfb\u53d6"\u65f6\u624d\u6709\u6b63\u6536\u76ca\u3002\u89c4\u5212\u4efb\u52a1\u7684\u4e2d\u95f4\u4ea7\u7269\u3001\u4e00\u6b21\u6027\u63a2\u7d22\u7684\u641c\u7d22\u7ed3\u679c\u3001\u5df2\u6d88\u5316\u7684\u957f\u7bc7\u5de5\u5177\u8f93\u51fa，\u90fd\u662f\u5019\u9009；\u800c\u6b63\u5728\u88ab\u53cd\u590d\u5f15\u7528\u7684\u8bbe\u8ba1\u51b3\u7b56\u3001\u5f53\u524d\u4efb\u52a1\u7684\u9a8c\u6536\u6807\u51c6\u3001\u7528\u6237\u610f\u56fe\u7684\u539f\u59cb\u8868\u8ff0，\u6298\u4e86\u5c31\u7b49\u4e8e\u81ea\u6bc1\u3002<\/p>\n

      4.5 \u8bb0\u8d26\u5c42：\u4e24\u5957\u6570\u5b57，\u4e24\u4e2a\u7528\u9014<\/h4>\n

      \u6846\u67b6\u91cc\u901a\u5e38\u8fd8\u6709\u4e00\u5c42 cost-meter：\u5b83\u6309\u8c03\u7528\u9010\u6761\u8bb0\u5f55\u8f93\u5165\u3001\u547d\u4e2d\u3001\u8f93\u51fa\u3001\u63a8\u7406 token，\u5e26\u5355\u4ef7\u5feb\u7167\u4e0e\u5cf0\u8c37\u6807\u8bb0，\u843d\u6210\u4e00\u4e2a\u8d26\u672c\u6587\u4ef6\u3002\u4e0e\u524d\u9762\u7684\u4ee3\u7406\u8bca\u65ad\u7edf\u8ba1\u76f8\u6bd4：<\/p>\n\n\u7ef4\u5ea6\u8d26\u672c\u4ee3\u7406\u8bca\u65ad<\/tr>\n\n\n\n\n
      \u7c92\u5ea6<\/td>\n\u9010\u8c03\u7528，\u542b\u5cf0\u8c37\u4e0e\u53bb\u91cd<\/td>\n\u9010\u4f1a\u8bdd\u805a\u5408<\/td>\n<\/tr>\n
      \u7528\u9014<\/td>\n\u9884\u7b97\u3001\u56de\u5f52\u3001\u7ed3\u7b97<\/td>\n\u5f52\u56e0\u3001\u547d\u4e2d\u7387\u3001\u6c34\u4f4d\u3001\u6298\u53e0\u7ecf\u6d4e\u5b66<\/td>\n<\/tr>\n
      \u4e0e\u53e6\u4e00\u4fa7\u7684\u91cf\u7ea7\u5173\u7cfb<\/td>\n\u552f\u4e00\u771f\u76f8<\/td>\n\u53ef\u80fd\u5dee\u7ea6 2 \u500d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u5dee 2 \u500d\u4e0d\u662f bug，\u662f\u53e3\u5f84：\u4e00\u4fa7\u6309\u4e0a\u6e38\u8fd4\u56de\u7684\u8ba1\u8d39\u5b57\u6bb5，\u53e6\u4e00\u4fa7\u6309\u8bf7\u6c42\u4f53\u4f30\u7b97\u3002\u56e0\u6b64"\u4eca\u5929\u6bd4\u6628\u5929\u591a\u82b1\u4e86\u591a\u5c11"\u53ea\u80fd\u67e5\u8d26\u672c；"\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u4f1a\u8bdd\u547d\u4e2d\u7387\u6389\u4e86"\u53ea\u80fd\u67e5\u8bca\u65ad\u3002\u6df7\u7528\u4f1a\u4ea7\u751f\u770b\u4f3c\u6709\u7406\u3001\u5b9e\u5219\u9519\u8bef\u7684\u56e0\u679c\u94fe\u3002<\/p>\n

      4.6 \u5cf0\u8c37：\u4e00\u6761\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u4e58\u6cd5<\/h4>\n

      \u5982\u679c\u8ba1\u4ef7\u6709\u5cf0\u8c37，\u5b83\u662f\u6240\u6709\u4f18\u5316\u4e4b\u4e0a\u7684\u4e00\u6761\u72ec\u7acb\u4e58\u6570\u3002\u672c\u673a\u5b9e\u6d4b\u7684\u5cf0\u4ef7\u7a97\u53e3\u662f：\u5de5\u4f5c\u65e5 UTC [1, 4) \u4e0e [6, 10)，\u6362\u7b97\u6210\u5317\u4eac\u65f6\u95f4\u5373 09:00\u201312:00 \u4e0e 14:00\u201318:00，\u4ef7\u683c\u4e3a\u5e73\u5cf0\u7684 2 \u500d；\u5468\u672b\u4e0e\u6cd5\u5b9a\u8282\u5047\u65e5\u5168\u8c37\u3002<\/p>\n

      \u8fd9\u6761\u89c4\u5219\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u662f"\u96f6\u6539\u52a8\u4f18\u5316"：\u540c\u6837\u7684\u5de5\u4f5c，\u632a\u5230\u665a\u95f4\u6216\u5348\u95f4，\u76f4\u63a5\u780d\u4e00\u534a\u3002\u4ee3\u4ef7\u53ea\u662f\u6392\u73ed\u3002\u4e0e\u4e4b\u914d\u5957\u7684\u8fd8\u6709\u6e20\u9053\u5206\u6d41：\u7b80\u5355\u4efb\u52a1（\u62bd\u53d6\u3001\u5206\u7c7b\u3001\u683c\u5f0f\u5316）\u8d70\u5ec9\u4ef7\u6863，\u53ea\u6709\u590d\u6742\u8bbe\u8ba1\u51b3\u7b56\u624d\u7528\u8d35\u6863\u2014\u2014\u8fd9\u6761\u80fd\u518d\u62ff\u4e00\u4e2a\u7ea6 0.76 \u7684\u4e58\u6570\u3002<\/p>\n

      4.7 \u63a8\u7406\u6863\u4f4d\u5c5e\u4e8e\u914d\u7f6e\u9762，\u4e0d\u5c5e\u4e8e\u63d0\u793a\u8bcd<\/h4>\n

      \u4e00\u4e2a\u5e38\u89c1\u7684\u8bef\u5224：\u4ee5\u4e3a\u5728\u63d0\u793a\u8bcd\u91cc\u5199"\u8bf7\u7b80\u6d01\u601d\u8003"\u5c31\u80fd\u964d\u4f4e\u63a8\u7406 token\u3002\u5b9e\u9645\u4e0a\u63a8\u7406\u6863\u4f4d（reasoning effort）\u662f agent preset \/ \u914d\u7f6e\u5c42\u7684\u4e1c\u897f，\u63d0\u793a\u8bcd\u6539\u4e0d\u52a8\u5b83\u3002<\/p>\n

      \u66f4\u9ebb\u70e6\u7684\u662f\u5b83\u7684\u751f\u6548\u987a\u5e8f\u3002\u6846\u67b6\u91cc\u53ef\u80fd\u5b58\u5728\u4e24\u5904\u6765\u6e90：\u4e00\u5904\u662f profile \u914d\u7f6e\u91cc\u7684\u9ed8\u8ba4\u7b49\u7ea7，\u53e6\u4e00\u5904\u662f\u4f1a\u8bdd\u6301\u4e45\u5316\u4e0b\u6765\u7684\u9009\u62e9\u3002\u5b9e\u6d4b\u4e2d\u4f1a\u8bdd\u6301\u4e45\u5316\u7684\u4f18\u5148\u7ea7\u66f4\u9ad8，\u4e5f\u5c31\u662f\u8bf4\u6539\u914d\u7f6e\u6587\u4ef6\u4e0d\u4e00\u5b9a\u4f1a\u6539\u53d8\u5f53\u524d\u4f1a\u8bdd\u7684\u884c\u4e3a\u2014\u2014\u8981\u5224\u65ad\u771f\u5b9e\u6863\u4f4d，\u5fc5\u987b\u770b\u4f1a\u8bdd\u8bb0\u5f55，\u800c\u4e0d\u662f\u770b\u914d\u7f6e\u3002<\/p>\n

      \u800c\u6863\u4f4d\u4e00\u65e6\u5728\u4f1a\u8bdd\u4e2d\u9014\u6539\u53d8，\u4e0a\u6e38\u4f1a\u56e0 thinking \u914d\u7f6e\u53d8\u5316\u91cd\u65b0\u5206\u533a\u7f13\u5b58，\u5f62\u6210\u4e24\u5957\u524d\u7f00\u4ea4\u66ff\u3002\u8fd9\u662f\u547d\u4e2d\u7387\u957f\u671f\u5361\u5728 95% \u9644\u8fd1\u6700\u96be\u67e5\u7684\u6210\u56e0\u4e4b\u4e00\u3002\u5bf9\u7b56\u5f88\u6734\u7d20：\u4f1a\u8bdd\u5185\u4e0d\u6362\u6863，\u6863\u4f4d\u53ea\u5728\u89c4\u5212\u9636\u6bb5\u51b3\u5b9a\u4e00\u6b21\u3002<\/p>\n

      4.8 \u5b50\u4ee3\u7406：\u6700\u5bb9\u6613\u88ab\u4f4e\u4f30\u7684\u4e00\u5757<\/h4>\n

      \u6700\u540e\u4e00\u5757，\u4e5f\u662f\u6210\u672c\u5360\u6bd4\u6700\u5927\u7684\u4e00\u5757\u3002\u5728\u540c\u4e00\u4f1a\u8bdd\u5bb6\u65cf\u91cc，4 \u4e2a"\u7ee7\u627f\u7236\u4f1a\u8bdd\u5b8c\u6574\u4e0a\u4e0b\u6587"\u7684\u5b50\u4ee3\u7406\u4f1a\u8bdd，\u5408\u8ba1\u5360\u5bb6\u65cf\u8f93\u5165\u91cf\u7684 53.6%，\u6210\u672c\u7ea6 40%\u3002\u539f\u56e0\u5f88\u7b80\u5355：fork \u578b\u5b50\u4ee3\u7406\u4e00\u5f00\u5c40\u5c31\u80cc\u7740 10 \u4e07\u5230 27 \u4e07 token \u7684\u5b8c\u6574\u524d\u7f00，\u51b7\u542f\u52a8\u5168\u989d\u8ba1\u4ef7\u3002<\/p>\n

      \u5bf9\u6bd4\u4e4b\u4e0b，"\u65b0\u4e0a\u4e0b\u6587"\u578b\u5b50\u4ee3\u7406\u53ea\u5e26\u4efb\u52a1\u8bf4\u660e，\u5f00\u5c40\u51e0\u767e\u5230\u51e0\u5343 token\u3002\u4e8c\u8005\u7684\u5dee\u522b\u4e0d\u662f\u6548\u7387，\u662f\u6570\u91cf\u7ea7\u3002\u6240\u4ee5\u6cbb\u7406\u5b50\u4ee3\u7406\u7684\u4e09\u6761\u52a8\u4f5c\u662f：<\/p>\n

    • \u7814\u7a76\u3001\u72ec\u7acb\u5ba1\u8ba1\u8fd9\u7c7b\u4efb\u52a1，\u7528\u65b0\u4e0a\u4e0b\u6587\u7684\u5b50\u4ee3\u7406，\u4e0d\u7528 fork；<\/li>\n
    • \u5fc5\u987b\u5e76\u884c\u65f6，\u8ba9\u6574\u6279\u5728\u540c\u4e00\u5206\u949f\u5185\u4ee5\u76f8\u540c provider \u4e0e\u6a21\u578b\u53d1\u51fa，\u4f7f\u7b2c\u4e00\u4e2a\u4ed8\u51b7\u542f\u52a8\u3001\u5176\u4f59\u547d\u4e2d\u540c\u4e00\u524d\u7f00；<\/li>\n
    • \u53cd\u590d\u6d3e\u540c\u7c7b\u6d3b，\u590d\u7528\u540c\u4e00\u4e2a\u5b50\u4ee3\u7406\u4f1a\u8bdd，\u800c\u4e0d\u662f\u6bcf\u6b21\u65b0\u5f00\u2014\u2014\u6bcf\u6b21\u65b0\u5f00\u90fd\u91cd\u4ed8\u4e00\u4efd\u7cfb\u7edf\u63d0\u793a\u4e0e\u5de5\u5177 schema \u7684\u56fa\u5b9a\u5934\u90e8\u3002<\/li>\n

      \u8fd9\u6761\u7ecf\u9a8c\u5728\u5de5\u7a0b\u4e0a\u53ef\u4ee5\u76f4\u63a5\u91cf\u5316：\u65b0\u5f00\u4e00\u4e2a\u5b50\u4ee3\u7406\u7684\u56fa\u5b9a\u5934\u90e8\u7ea6 1.2 \u4e07 token；\u590d\u7528\u5219\u7b2c\u4e8c\u8f6e\u8d77\u5373\u547d\u4e2d\u3002\u5206\u5929\u96f6\u6563\u5f00\u516b\u4e2a，\u5c31\u662f\u516b\u4efd\u51b7\u542f\u52a8\u3002<\/p>\n

      \u4e94\u3001\u4ee3\u7801\u8be6\u89e3：\u628a\u8bca\u65ad\u4e0e\u5b88\u536b\u5199\u6210\u53ef\u6267\u884c\u7684<\/h3>\n

      \u524d\u9762\u8bb2\u7684\u662f"\u5e94\u8be5\u600e\u4e48\u60f3"，\u8fd9\u4e00\u8282\u7ed9"\u600e\u4e48\u843d\u5730"\u3002\u4e94\u6bb5\u4ee3\u7801\u5206\u522b\u5bf9\u5e94\u4e00\u4e2a\u51b3\u7b56：\u5224\u8fbe\u6807\u3001\u7b97\u6210\u672c\u3001\u5224\u6298\u53e0\u3001\u5b88\u524d\u7f00\u3001\u7b97\u5b50\u4ee3\u7406\u9884\u7b97\u3002\u5b83\u4eec\u4e0d\u4f9d\u8d56\u7279\u5b9a\u6846\u67b6\u7684 SDK，\u53ea\u4f9d\u8d56\u8d26\u672c\u4e0e\u8bca\u65ad\u6570\u636e\u2014\u2014\u6362\u4e00\u4e2a\u6846\u67b6，\u6539\u4e24\u4e2a\u5b57\u6bb5\u540d\u5c31\u80fd\u590d\u7528\u3002<\/p>\n

      5.1 \u89e3\u6790\u8bca\u65ad\u62a5\u544a，\u9010\u8bf7\u6c42\u5224 98%<\/h4>\n

      \u8bca\u65ad\u63a5\u53e3\u8fd4\u56de\u7684\u662f\u4e00\u6bb5\u5e26\u56fa\u5b9a\u7248\u5f0f\u7684\u6587\u672c\u3002\u522b\u6025\u7740\u8ba9\u4eba\u8089\u8bfb\u6570，\u5148\u628a\u5b83\u7ed3\u6784\u5316，\u518d\u6309\u9884\u7b97\u5f0f\u9010\u8bf7\u6c42\u5224\u5b9a\u3002<\/p>\n

      import<\/span> re
      \nfrom<\/span> dataclasses import<\/span> dataclass,<\/span> field<\/p>\n

      NUM =<\/span> r"([\\\\d.]+)([KMB]?)"<\/span>
      \ndef<\/span> to_tokens<\/span>(<\/span>v:<\/span> str<\/span>,<\/span> unit:<\/span> str<\/span>)<\/span> –<\/span>><\/span> float<\/span>:<\/span>
      \n mul =<\/span> {<\/span>""<\/span>:<\/span> 1<\/span>,<\/span> "K"<\/span>:<\/span> 1_000<\/span>,<\/span> "M"<\/span>:<\/span> 1_000_000<\/span>,<\/span> "B"<\/span>:<\/span> 1_000_000_000<\/span>}<\/span>[<\/span>unit]<\/span>
      \n return<\/span> float<\/span>(<\/span>v)<\/span> *<\/span> mul<\/p>\n

      @dataclass<\/span>
      \nclass<\/span> LineItem<\/span>:<\/span>
      \n idx:<\/span> int<\/span>
      \n inp:<\/span> float<\/span> # \u672c\u8f6e\u8f93\u5165<\/span>
      \n cached:<\/span> float<\/span> # \u547d\u4e2d<\/span>
      \n new:<\/span> float<\/span> # \u65b0\u589e\u5185\u5bb9<\/span>
      \n comp:<\/span> float<\/span> # \u6298\u53e0\u91cd\u4ed8<\/span>
      \n ttl:<\/span> float<\/span> # \u9a71\u9010 \/ \u6539\u5199<\/span>
      \n @property<\/span>
      \n def<\/span> miss<\/span>(<\/span>self)<\/span>:<\/span>
      \n return<\/span> self.<\/span>inp –<\/span> self.<\/span>cached
      \n @property<\/span>
      \n def<\/span> hit<\/span>(<\/span>self)<\/span>:<\/span>
      \n return<\/span> 1<\/span> –<\/span> self.<\/span>miss \/<\/span> self.<\/span>inp if<\/span> self.<\/span>inp else<\/span> 0<\/span><\/p>\n

      def<\/span> parse_report<\/span>(<\/span>text:<\/span> str<\/span>)<\/span>:<\/span>
      \n """\u628a cache-report \u6587\u672c\u89e3\u6790\u6210\u660e\u7ec6 + \u6c47\u603b\u3002"""<\/span>
      \n items,<\/span> summary =<\/span> [<\/span>]<\/span>,<\/span> {<\/span>}<\/span>
      \n for<\/span> line in<\/span> text.<\/span>splitlines(<\/span>)<\/span>:<\/span>
      \n m =<\/span> re.<\/span>match<\/span>(<\/span>rf"\\\\s+(\\\\d+)\\\\s+[\\\\d:]+\\\\s+<\/span>{<\/span>NUM}<\/span><\/span>\\\\s+<\/span>{<\/span>NUM}<\/span><\/span>\\\\s+<\/span>{<\/span>NUM}<\/span><\/span>%\\\\s+<\/span>{<\/span>NUM}<\/span><\/span>\\\\s+<\/span>{<\/span>NUM}<\/span><\/span>\\\\s+<\/span>{<\/span>NUM}<\/span><\/span>"<\/span><\/span>,<\/span> line)<\/span>
      \n if<\/span> m:<\/span>
      \n g =<\/span> m.<\/span>groups(<\/span>)<\/span>
      \n items.<\/span>append(<\/span>LineItem(<\/span>int<\/span>(<\/span>g[<\/span>0<\/span>]<\/span>)<\/span>,<\/span>
      \n to_tokens(<\/span>g[<\/span>1<\/span>]<\/span>,<\/span> g[<\/span>2<\/span>]<\/span>)<\/span>,<\/span> to_tokens(<\/span>g[<\/span>3<\/span>]<\/span>,<\/span> g[<\/span>4<\/span>]<\/span>)<\/span>,<\/span>
      \n to_tokens(<\/span>g[<\/span>6<\/span>]<\/span>,<\/span> g[<\/span>7<\/span>]<\/span>)<\/span>,<\/span> to_tokens(<\/span>g[<\/span>9<\/span>]<\/span>,<\/span> g[<\/span>10<\/span>]<\/span>)<\/span>,<\/span>
      \n to_tokens(<\/span>g[<\/span>12<\/span>]<\/span>,<\/span> g[<\/span>13<\/span>]<\/span>)<\/span>)<\/span>)<\/span>
      \n continue<\/span>
      \n m =<\/span> re.<\/span>match<\/span>(<\/span>r"\\\\s+total (input|cached|output)\\\\s+"<\/span> +<\/span> NUM,<\/span> line)<\/span>
      \n if<\/span> m:<\/span>
      \n summary[<\/span>m.<\/span>group(<\/span>1<\/span>)<\/span>]<\/span> =<\/span> to_tokens(<\/span>m.<\/span>group(<\/span>2<\/span>)<\/span>,<\/span> m.<\/span>group(<\/span>3<\/span>)<\/span>)<\/span>
      \n return<\/span> items,<\/span> summary<\/p>\n

      def<\/span> verdict<\/span>(<\/span>items,<\/span> budget=<\/span>0.02<\/span>)<\/span>:<\/span>
      \n """\u9010\u8bf7\u6c42\u5224\u5b9a：M \u2264 budget \u00d7 In \u624d\u7b97\u8fbe\u6807\u3002"""<\/span>
      \n bad =<\/span> [<\/span>]<\/span>
      \n for<\/span> it in<\/span> items:<\/span>
      \n if<\/span> it.<\/span>inp <=<\/span> 0<\/span>:<\/span>
      \n continue<\/span>
      \n if<\/span> it.<\/span>miss ><\/span> budget *<\/span> it.<\/span>inp:<\/span>
      \n bad.<\/span>append(<\/span>{<\/span>
      \n "idx"<\/span>:<\/span> it.<\/span>idx,<\/span> "input"<\/span>:<\/span> int<\/span>(<\/span>it.<\/span>inp)<\/span>,<\/span>
      \n "miss"<\/span>:<\/span> int<\/span>(<\/span>it.<\/span>miss)<\/span>,<\/span> "hit"<\/span>:<\/span> round<\/span>(<\/span>it.<\/span>hit,<\/span> 4<\/span>)<\/span>,<\/span>
      \n "blame"<\/span>:<\/span> "fold"<\/span> if<\/span> it.<\/span>comp ><\/span> it.<\/span>new else<\/span>
      \n "ttl"<\/span> if<\/span> it.<\/span>ttl ><\/span> it.<\/span>new else<\/span> "append"<\/span>,<\/span>
      \n }<\/span>)<\/span>
      \n total_in =<\/span> sum<\/span>(<\/span>i.<\/span>inp for<\/span> i in<\/span> items)<\/span>
      \n total_miss =<\/span> sum<\/span>(<\/span>i.<\/span>miss for<\/span> i in<\/span> items)<\/span>
      \n return<\/span> {<\/span>
      \n "requests"<\/span>:<\/span> len<\/span>(<\/span>items)<\/span>,<\/span>
      \n "overall_hit"<\/span>:<\/span> round<\/span>(<\/span>1<\/span> –<\/span> total_miss \/<\/span> total_in,<\/span> 4<\/span>)<\/span> if<\/span> total_in else<\/span> None<\/span>,<\/span>
      \n "breaches"<\/span>:<\/span> len<\/span>(<\/span>bad)<\/span>,<\/span>
      \n "sample"<\/span>:<\/span> sorted<\/span>(<\/span>bad,<\/span> key=<\/span>lambda<\/span> x:<\/span> –<\/span>x[<\/span>"miss"<\/span>]<\/span>)<\/span>[<\/span>:<\/span>5<\/span>]<\/span>,<\/span>
      \n }<\/span><\/p>\n

      \u4e24\u4e2a\u8bbe\u8ba1\u8981\u70b9\u3002<\/p>\n

      \u5176\u4e00，\u5224\u5b9a\u8981\u9010\u8bf7\u6c42，\u4e0d\u8981\u770b\u5747\u503c\u3002 \u4e00\u4e2a 96% \u7684\u4f1a\u8bdd\u5747\u503c，\u53ef\u80fd\u7531 100 \u4e2a 99% \u8bf7\u6c42\u4e0e 3 \u4e2a 50% \u8bf7\u6c42\u7ec4\u6210；\u540e\u8005\u624d\u662f\u8d26\u5355\u7684\u771f\u6b63\u6765\u6e90，\u4e5f\u662f\u552f\u4e00\u53ef\u4e0b\u624b\u7684\u5730\u65b9\u3002<\/p>\n

      \u5176\u4e8c，blame \u5b57\u6bb5\u628a\u672a\u547d\u4e2d\u5206\u5230\u4e09\u4e2a\u62bd\u5c49\u3002 comp \u5360\u4e3b\u5bfc\u8bf4\u660e\u6298\u53e0\u592a\u9891\u7e41；ttl \u5360\u4e3b\u5bfc\u8bf4\u660e\u51fa\u73b0\u4e86\u7a7a\u7f6e\u3001\u91cd\u542f\u6216\u4e2d\u9014\u6539\u5199；new \u5360\u4e3b\u5bfc\u8bf4\u660e\u53ea\u662f\u6b63\u5e38\u589e\u957f，\u8be5\u53bb\u538b\u8f93\u51fa\u3002\u4e09\u4e2a\u62bd\u5c49\u5bf9\u5e94\u4e09\u79cd\u5b8c\u5168\u4e0d\u540c\u7684\u52a8\u4f5c，\u5224\u9519\u62bd\u5c49\u5c31\u4f1a\u6539\u9519\u5730\u65b9\u3002<\/p>\n

      5.2 \u6210\u672c\u6838\u7b97：\u4e09\u6876 + \u5cf0\u8c37<\/h4>\n

      def<\/span> cost<\/span>(<\/span>hit_tok,<\/span> miss_tok,<\/span> out_tok,<\/span> p_hit,<\/span> p_miss,<\/span> p_out,<\/span> peak_mult=<\/span>1.0<\/span>)<\/span>:<\/span>
      \n """p_* \u5355\u4f4d：\u7f8e\u5143 \/ \u767e\u4e07 token；peak_mult \u4e3a\u5cf0\u65f6\u4e58\u6570\u3002"""<\/span>
      \n per_m =<\/span> 1e-6<\/span>
      \n base =<\/span> (<\/span>hit_tok *<\/span> p_hit +<\/span> miss_tok *<\/span> p_miss +<\/span> out_tok *<\/span> p_out)<\/span> *<\/span> per_m
      \n return<\/span> {<\/span>
      \n "cost"<\/span>:<\/span> round<\/span>(<\/span>base *<\/span> peak_mult,<\/span> 6<\/span>)<\/span>,<\/span>
      \n "share"<\/span>:<\/span> {<\/span>
      \n "hit"<\/span>:<\/span> round<\/span>(<\/span>hit_tok *<\/span> p_hit *<\/span> per_m *<\/span> peak_mult \/<\/span> (<\/span>base *<\/span> peak_mult)<\/span>,<\/span> 4<\/span>)<\/span>,<\/span>
      \n "miss"<\/span>:<\/span> round<\/span>(<\/span>miss_tok *<\/span> p_miss *<\/span> per_m *<\/span> peak_mult \/<\/span> (<\/span>base *<\/span> peak_mult)<\/span>,<\/span> 4<\/span>)<\/span>,<\/span>
      \n "out"<\/span>:<\/span> round<\/span>(<\/span>out_tok *<\/span> p_out *<\/span> per_m *<\/span> peak_mult \/<\/span> (<\/span>base *<\/span> peak_mult)<\/span>,<\/span> 4<\/span>)<\/span>,<\/span>
      \n }<\/span>,<\/span>
      \n "per_100m"<\/span>:<\/span> round<\/span>(<\/span>base *<\/span> peak_mult \/<\/span> (<\/span>hit_tok +<\/span> miss_tok +<\/span> out_tok)<\/span> *<\/span> 1e8<\/span>,<\/span> 2<\/span>)<\/span>,<\/span>
      \n }<\/span><\/p>\n

      # \u5b9e\u6d4b\u6df7\u5408\u6bd4\u4f8b：\u547d\u4e2d 91.26% \/ \u672a\u547d\u4e2d 7.43% \/ \u8f93\u51fa 1.30%<\/span>
      \nr =<\/span> cost(<\/span>91.26e6<\/span>,<\/span> 7.43e6<\/span>,<\/span> 1.30e6<\/span>,<\/span> 0.003<\/span>,<\/span> 0.15<\/span>,<\/span> 0.60<\/span>)<\/span>
      \nprint<\/span>(<\/span>r[<\/span>"per_100m"<\/span>]<\/span>)<\/span> # 2.17 \u7f8e\u5143 \/ \u4ebf token<\/span>
      \nprint<\/span>(<\/span>cost(<\/span>91.26e6<\/span>,<\/span> 7.43e6<\/span>,<\/span> 1.30e6<\/span>,<\/span> 0.003<\/span>,<\/span> 0.15<\/span>,<\/span> 0.60<\/span>,<\/span> peak_mult=<\/span>2.0<\/span>)<\/span>[<\/span>"per_100m"<\/span>]<\/span>)<\/span> # 4.34<\/span><\/p>\n

      \u6ce8\u610f\u6700\u540e\u4e00\u884c：\u5cf0\u8c37\u662f\u4e00\u4e2a\u6574\u4f53\u4e58\u6570，\u5b83\u4e58\u5728\u6700\u7ec8\u8d26\u5355\u4e0a，\u4e0d\u6539\u53d8\u4e09\u6876\u7684\u76f8\u5bf9\u5360\u6bd4\u3002\u6240\u4ee5\u6392\u73ed\u4f18\u5316\u4e0e\u7ed3\u6784\u4f18\u5316\u53ef\u4ee5\u540c\u65f6\u505a，\u4e92\u4e0d\u5e72\u6270\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48"\u628a\u91cd\u6d3b\u6392\u5230\u665a\u95f4"\u503c\u5f97\u5199\u8fdb\u6d41\u7a0b，\u800c\u4e0d\u662f\u5199\u6210\u5efa\u8bae\u3002<\/p>\n

      5.3 \u6298\u53e0 ROI：\u4ec0\u4e48\u65f6\u5019\u8be5\u538b<\/h4>\n

      \u6298\u53e0\u4e0d\u662f\u514d\u8d39\u7684\u3002\u5b83\u628a\u4e2d\u6bb5\u5386\u53f2\u6539\u5199\u4e3a\u6458\u8981，\u6536\u76ca\u662f"\u5176\u540e\u6bcf\u8f6e\u5c11\u53d1\u4e00\u4e9b token"，\u6210\u672c\u662f"\u6539\u5199\u540e\u6574\u6bb5\u6309\u65b0\u589e\u91cd\u4ed8\u4e00\u6b21"\u3002\u53ef\u5199\u6210：<\/p>\n

      def<\/span> fold_roi<\/span>(<\/span>ctx_before,<\/span> ctx_after,<\/span> remaining_turns,<\/span> p_hit,<\/span> p_miss)<\/span>:<\/span>
      \n """\u8fd4\u56de (\u662f\u5426\u503c\u5f97, \u51c0\u6536\u76ca\u7f8e\u5143)\u3002remaining_turns \u542b\u672c\u8f6e\u4e4b\u540e\u8fd8\u8981\u8dd1\u7684\u8f6e\u6570\u3002"""<\/span>
      \n per_m =<\/span> 1e-6<\/span>
      \n repay =<\/span> ctx_after *<\/span> p_miss *<\/span> per_m # \u6539\u5199\u540e\u6574\u6bb5\u91cd\u4ed8\u4e00\u6b21<\/span>
      \n saved =<\/span> (<\/span>ctx_before –<\/span> ctx_after)<\/span> *<\/span> p_hit *<\/span> per_m # \u6bcf\u8f6e\u5c11\u53d1\u7684\u547d\u4e2d token<\/span>
      \n benefit =<\/span> saved *<\/span> max<\/span>(<\/span>remaining_turns –<\/span> 1<\/span>,<\/span> 0<\/span>)<\/span>
      \n return<\/span> benefit ><\/span> repay,<\/span> round<\/span>(<\/span>benefit –<\/span> repay,<\/span> 6<\/span>)<\/span><\/p>\n

      # \u4f8b：20 \u4e07\u4e0a\u4e0b\u6587\u6298\u5230 8 \u4e07，\u8fd8\u5269 3 \u8f6e<\/span>
      \nprint<\/span>(<\/span>fold_roi(<\/span>200_000<\/span>,<\/span> 80_000<\/span>,<\/span> 3<\/span>,<\/span> 0.003<\/span>,<\/span> 0.15<\/span>)<\/span>)<\/span> # (False, …)<\/span>
      \n# \u4f8b：\u540c\u6837\u7684\u6298\u53e0，\u4f46\u8fd8\u5269 40 \u8f6e<\/span>
      \nprint<\/span>(<\/span>fold_roi(<\/span>200_000<\/span>,<\/span> 80_000<\/span>,<\/span> 40<\/span>,<\/span> 0.003<\/span>,<\/span> 0.15<\/span>)<\/span>)<\/span> # (True, …)<\/span><\/p>\n

      \u7b2c\u4e00\u4f8b\u662f\u51c0\u4e8f\u3002\u8fd9\u5c31\u662f\u5b9e\u6d4b\u4e2d"\u5341\u6b21\u6298\u53e0\u516d\u6b21\u4e0d\u56de\u672c"\u7684\u6570\u5b66\u6765\u6e90：\u4f1a\u8bdd\u5c3e\u90e8\u90a3\u51e0\u8f6e，\u6839\u672c\u4e0d\u503c\u5f97\u4e3a\u5b83\u6539\u4e00\u6b21\u5386\u53f2\u3002\u628a\u5b83\u505a\u6210\u5b88\u536b\u2014\u2014\u5728\u6298\u53e0\u524d\u5148\u7b97\u4e00\u6b21，\u8d1f\u6536\u76ca\u5c31\u8df3\u8fc7\u2014\u2014\u6bd4\u4e8b\u540e\u5206\u6790\u6709\u6548\u5f97\u591a\u3002<\/p>\n

      5.4 \u5934\u90e8\u51bb\u7ed3\u5b88\u536b：\u628a\u7eaa\u5f8b\u53d8\u6210\u65ad\u8a00<\/h4>\n

      "\u4f1a\u8bdd\u5185\u4e0d\u6362\u6a21\u578b\u3001\u4e0d\u6539\u7cfb\u7edf\u63d0\u793a"\u8fd9\u6761\u7eaa\u5f8b，\u9760\u81ea\u89c9\u6267\u884c\u65e9\u665a\u4f1a\u7834\u3002\u66f4\u53ef\u9760\u7684\u505a\u6cd5\u662f\u7ed9\u7a33\u5b9a\u524d\u7f00\u7b97\u6307\u7eb9，\u6bcf\u6b21\u8bf7\u6c42\u524d\u6bd4\u5bf9\u3002<\/p>\n

      import<\/span> hashlib,<\/span> json<\/p>\n

      def<\/span> prefix_fingerprint<\/span>(<\/span>system_prompt:<\/span> str<\/span>,<\/span> model:<\/span> str<\/span>,<\/span> effort:<\/span> str<\/span>,<\/span> tools:<\/span> list<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
      \n """\u7a33\u5b9a\u524d\u7f00\u6307\u7eb9：\u4efb\u4e00\u5b57\u6bb5\u53d8\u5316\u90fd\u610f\u5473\u7740\u4ece\u5b57\u8282 0 \u8d77\u5931\u6548\u3002"""<\/span>
      \n def<\/span> h<\/span>(<\/span>x)<\/span>:<\/span>
      \n return<\/span> hashlib.<\/span>sha256(<\/span>json.<\/span>dumps(<\/span>x,<\/span> ensure_ascii=<\/span>False<\/span>,<\/span> sort_keys=<\/span>True<\/span>)<\/span>.<\/span>encode(<\/span>)<\/span>)<\/span>.<\/span>hexdigest(<\/span>)<\/span>[<\/span>:<\/span>16<\/span>]<\/span>
      \n parts =<\/span> {<\/span>
      \n "system"<\/span>:<\/span> h(<\/span>system_prompt)<\/span>,<\/span>
      \n "model"<\/span>:<\/span> h(<\/span>model)<\/span>,<\/span>
      \n "effort"<\/span>:<\/span> h(<\/span>effort)<\/span>,<\/span>
      \n "tools"<\/span>:<\/span> h(<\/span>[<\/span>t.<\/span>get(<\/span>"name"<\/span>)<\/span> for<\/span> t in<\/span> tools]<\/span>)<\/span>,<\/span> # \u987a\u5e8f\u654f\u611f，\u4e0d\u8981\u6392\u5e8f<\/span>
      \n }<\/span>
      \n return<\/span> {<\/span>"parts"<\/span>:<\/span> parts,<\/span> "whole"<\/span>:<\/span> h(<\/span>parts)<\/span>}<\/span><\/p>\n

      class<\/span> PrefixGuard<\/span>:<\/span>
      \n def<\/span> __init__<\/span>(<\/span>self,<\/span> repaved_tokens:<\/span> int<\/span> =<\/span> 33_000<\/span>)<\/span>:<\/span>
      \n self.<\/span>baseline =<\/span> None<\/span>
      \n self.<\/span>repaved =<\/span> repaved_tokens<\/p>\n

      def<\/span> check<\/span>(<\/span>self,<\/span> fp:<\/span> dict<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
      \n if<\/span> self.<\/span>baseline is<\/span> None<\/span>:<\/span>
      \n self.<\/span>baseline =<\/span> fp
      \n return<\/span> {<\/span>"ok"<\/span>:<\/span> True<\/span>,<\/span> "reason"<\/span>:<\/span> "first request"<\/span>}<\/span>
      \n changed =<\/span> [<\/span>k for<\/span> k in<\/span> fp[<\/span>"parts"<\/span>]<\/span> if<\/span> fp[<\/span>"parts"<\/span>]<\/span>[<\/span>k]<\/span> !=<\/span> self.<\/span>baseline[<\/span>"parts"<\/span>]<\/span>[<\/span>k]<\/span>]<\/span>
      \n if<\/span> not<\/span> changed:<\/span>
      \n return<\/span> {<\/span>"ok"<\/span>:<\/span> True<\/span>,<\/span> "reason"<\/span>:<\/span> "stable"<\/span>}<\/span>
      \n self.<\/span>baseline =<\/span> fp
      \n return<\/span> {<\/span>"ok"<\/span>:<\/span> False<\/span>,<\/span> "changed"<\/span>:<\/span> changed,<\/span> "expect_rebill_tokens"<\/span>:<\/span> self.<\/span>repaved}<\/span><\/p>\n

      tools \u7684\u6307\u7eb9\u8981\u4fdd\u6301\u6ce8\u518c\u987a\u5e8f，\u4e0d\u80fd\u6392\u5e8f：\u4e0a\u6e38\u770b\u5230\u7684\u4e5f\u662f\u6709\u5e8f\u5217\u8868，\u987a\u5e8f\u53d8\u4e86\u524d\u7f00\u5c31\u53d8\u4e86\u3002\u8fd9\u4e00\u884c\u6ce8\u91ca\u6bd4\u4ee3\u7801\u672c\u8eab\u91cd\u8981\u2014\u2014\u5f88\u591a"\u660e\u660e\u6ca1\u6539\u914d\u7f6e\u5374\u6389\u547d\u4e2d"\u7684\u4e8b\u6545，\u6e90\u5934\u5c31\u662f\u5de5\u5177\u5217\u8868\u88ab\u91cd\u65b0\u6392\u5e8f\u3002<\/p>\n

      5.5 \u5b50\u4ee3\u7406\u9884\u7b97\u5668：fork \u8fd8\u662f fresh<\/h4>\n

      \u6700\u540e\u4e00\u6bb5\u7528\u4e8e\u89c4\u5212\u671f\u51b3\u7b56：\u5728\u6d3e\u5b50\u4ee3\u7406\u4e4b\u524d，\u5148\u4f30\u4e00\u4e0b\u4e24\u79cd\u5f62\u6001\u7684\u8f93\u5165\u91cf\u5dee\u591a\u5c11\u3002<\/p>\n

      def<\/span> subagent_budget<\/span>(<\/span>parent_ctx,<\/span> task_tokens,<\/span> fixed_header=<\/span>12_000<\/span>,<\/span> prefill_ratio=<\/span>0.1<\/span>)<\/span>:<\/span>
      \n """fork: \u7ee7\u627f\u7236\u4e0a\u4e0b\u6587；fresh: \u53ea\u5e26\u4efb\u52a1 + \u56fa\u5b9a\u5934\u90e8\u3002"""<\/span>
      \n fork_first =<\/span> parent_ctx +<\/span> task_tokens
      \n fresh_first =<\/span> fixed_header +<\/span> task_tokens
      \n return<\/span> {<\/span>
      \n "fork_first_request"<\/span>:<\/span> fork_first,<\/span>
      \n "fresh_first_request"<\/span>:<\/span> fresh_first,<\/span>
      \n "saving"<\/span>:<\/span> fork_first –<\/span> fresh_first,<\/span>
      \n "ratio"<\/span>:<\/span> round<\/span>(<\/span>fresh_first \/<\/span> fork_first,<\/span> 3<\/span>)<\/span>,<\/span>
      \n }<\/span><\/p>\n

      # \u7236\u4f1a\u8bdd 20 \u4e07 token，\u4efb\u52a1 3 \u5343 token<\/span>
      \nprint<\/span>(<\/span>subagent_budget(<\/span>200_000<\/span>,<\/span> 3_000<\/span>)<\/span>)<\/span>
      \n# {'fork_first_request': 203000, 'fresh_first_request': 15000,<\/span>
      \n# 'saving': 188000, 'ratio': 0.074}<\/span><\/p>\n

      \u4e00\u6b21 fork \u7b49\u4e8e\u7528 20 \u4e07 token \u51b7\u542f\u52a8\u4e00\u4e2a\u53ea\u5e72 3 \u5343 token \u6d3b\u7684\u4ee3\u7406，\u6548\u7387 1.5%\u3002\u8fd9\u5c31\u662f"\u5b50\u4ee3\u7406\u5403\u6389 40% \u6210\u672c"\u7684\u5fae\u89c2\u673a\u5236\u3002\u89c4\u5212\u671f\u8dd1\u4e00\u6b21\u8fd9\u4e2a\u51fd\u6570，\u6bd4\u4e8b\u540e\u5ba1\u8ba1\u7701\u4e8b\u5f97\u591a\u3002<\/p>\n

      5.6 \u628a\u56db\u9879\u56de\u5f52\u6307\u6807\u4e32\u6210\u4e00\u6761\u5468\u62a5<\/h4>\n

      \u5355\u70b9\u811a\u672c\u5bb9\u6613\u5199，\u96be\u7684\u662f\u8ba9\u5b83\u6bcf\u5468\u81ea\u52a8\u8dd1\u3001\u5e76\u8f93\u51fa\u53ef\u6bd4\u8f83\u7684\u65f6\u95f4\u5e8f\u5217\u3002\u505a\u6cd5\u662f\u628a\u524d\u9762\u51e0\u6bb5\u62fc\u6210\u4e00\u4e2a\u5165\u53e3：<\/p>\n

      def<\/span> weekly_report<\/span>(<\/span>report_text,<\/span> prices,<\/span> peak_mult=<\/span>1.0<\/span>)<\/span>:<\/span>
      \n items,<\/span> summary =<\/span> parse_report(<\/span>report_text)<\/span>
      \n steady =<\/span> [<\/span>i for<\/span> i in<\/span> items if<\/span> i.<\/span>idx ><\/span> 1<\/span>]<\/span> # \u5254\u9664\u9996\u8bf7\u6c42<\/span>
      \n if<\/span> not<\/span> steady:<\/span>
      \n return<\/span> {<\/span>"note"<\/span>:<\/span> "\u53ea\u6709\u9996\u8bf7\u6c42，\u4e0d\u8db3\u4ee5\u5224\u7a33\u6001"<\/span>}<\/span>
      \n hit =<\/span> sum<\/span>(<\/span>i.<\/span>cached for<\/span> i in<\/span> steady)<\/span>
      \n miss =<\/span> sum<\/span>(<\/span>i.<\/span>miss for<\/span> i in<\/span> steady)<\/span>
      \n inp =<\/span> sum<\/span>(<\/span>i.<\/span>inp for<\/span> i in<\/span> steady)<\/span>
      \n out =<\/span> summary.<\/span>get(<\/span>"output"<\/span>,<\/span> 0.0<\/span>)<\/span> # \u53d6\u62a5\u544a\u6c47\u603b\u91cc\u7684\u8f93\u51fa\u603b\u91cf<\/span>
      \n v =<\/span> verdict(<\/span>steady)<\/span>
      \n c =<\/span> cost(<\/span>hit,<\/span> miss,<\/span> out,<\/span> prices[<\/span>"hit"<\/span>]<\/span>,<\/span> prices[<\/span>"miss"<\/span>]<\/span>,<\/span> prices[<\/span>"out"<\/span>]<\/span>,<\/span> peak_mult)<\/span>
      \n return<\/span> {<\/span>
      \n "requests"<\/span>:<\/span> len<\/span>(<\/span>steady)<\/span>,<\/span>
      \n "steady_hit"<\/span>:<\/span> round<\/span>(<\/span>hit \/<\/span> inp,<\/span> 4<\/span>)<\/span>,<\/span>
      \n "breach_requests"<\/span>:<\/span> v[<\/span>"breaches"<\/span>]<\/span>,<\/span>
      \n "cost_per_100m"<\/span>:<\/span> c[<\/span>"per_100m"<\/span>]<\/span>,<\/span>
      \n "fold_share"<\/span>:<\/span> round<\/span>(<\/span>sum<\/span>(<\/span>i.<\/span>comp for<\/span> i in<\/span> steady)<\/span> \/<\/span> inp,<\/span> 4<\/span>)<\/span>,<\/span>
      \n "ttl_share"<\/span>:<\/span> round<\/span>(<\/span>sum<\/span>(<\/span>i.<\/span>ttl for<\/span> i in<\/span> steady)<\/span> \/<\/span> inp,<\/span> 4<\/span>)<\/span>,<\/span>
      \n }<\/span><\/p>\n

      \u56db\u4e2a\u6307\u6807\u5206\u522b\u843d\u5728 steady_hit\u3001cost_per_100m\u3001breach_requests\u3001fold_share + ttl_share \u4e0a\u3002\u5b83\u4eec\u5fc5\u987b\u4e00\u8d77\u770b，\u539f\u56e0\u5728\u7b2c\u4e5d\u8282\u5c55\u5f00：\u4efb\u4f55\u4e00\u4e2a\u5355\u72ec\u4f18\u5316\u90fd\u4f1a\u628a\u53e6\u5916\u4e09\u4e2a\u63a8\u5411\u574f\u65b9\u5411\u3002<\/p>\n

      \u503c\u5f97\u6ce8\u610f\u7684\u662f steady \u7684\u5254\u9664\u89c4\u5219：\u53ea\u53bb\u6389\u9996\u8bf7\u6c42\u662f\u4e0d\u591f\u7684，\u6a21\u578b\u5207\u6362\u3001\u91cd\u542f\u540e\u7684\u9996\u4e2a\u8bf7\u6c42\u540c\u6837\u5e94\u5254\u9664，\u56e0\u4e3a\u5b83\u4eec\u672c\u8d28\u4e0a\u662f"\u91cd\u65b0\u51b7\u542f\u52a8"\u3002\u5224\u65ad\u6807\u51c6\u662f"\u8fd9\u4e00\u8bf7\u6c42\u4e4b\u524d\u662f\u5426\u5b58\u5728\u4e00\u4e2a\u53ef\u590d\u7528\u7684\u540c\u524d\u7f00\u8bf7\u6c42"，\u800c\u4e0d\u662f"\u5b83\u662f\u4e0d\u662f\u7b2c\u4e00\u6761"\u3002<\/p>\n

      \u516d\u3001\u6848\u4f8b\u5206\u6790：\u4e09\u4e2a\u771f\u5b9e\u573a\u666f\u7684\u6210\u672c\u89e3\u5256<\/h3>\n

      6.1 \u6848\u4f8b\u4e00：26.6K \u7684\u51b7\u542f\u52a8<\/h4>\n

      \u672c\u6b21\u5199\u4f5c\u4f1a\u8bdd\u7684\u7b2c\u4e00\u4e2a\u8bf7\u6c42，\u8d26\u672c\u8bb0\u5f55\u5982\u4e0b：<\/p>\n\n\u5b57\u6bb5\u503c<\/tr>\n\n\n\n\n\n\n\n
      \u8f93\u5165<\/td>\n26.6K token<\/td>\n<\/tr>\n
      \u547d\u4e2d<\/td>\n256 token<\/td>\n<\/tr>\n
      \u547d\u4e2d\u7387<\/td>\n1.0%<\/td>\n<\/tr>\n
      \u65b0\u589e\u5185\u5bb9<\/td>\n26.3K token<\/td>\n<\/tr>\n
      \u6298\u53e0\u91cd\u4ed8<\/td>\n0<\/td>\n<\/tr>\n
      \u9a71\u9010 \/ \u6539\u5199<\/td>\n0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u8fd9\u4e2a\u6837\u672c\u7684\u4ef7\u503c\u5728\u4e8e\u5b83"\u5e72\u51c0"：\u6ca1\u6709\u6298\u53e0\u3001\u6ca1\u6709\u91cd\u542f\u3001\u6ca1\u6709\u6a21\u578b\u5207\u6362，\u672a\u547d\u4e2d 100% \u6765\u81ea\u65b0\u589e\u5185\u5bb9\u3002\u4e8e\u662f\u53ef\u4ee5\u786e\u8ba4\u4e24\u4ef6\u4e8b\u3002<\/p>\n

      \u7b2c\u4e00，\u7cfb\u7edf\u63d0\u793a\u4e0e\u5de5\u5177 schema \u7684\u56fa\u5b9a\u5934\u90e8\u5c31\u5728 26K \u91cf\u7ea7\u3002\u8fd9\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48"\u65b0\u5f00\u4e00\u4e2a\u5b50\u4ee3\u7406"\u5f88\u8d35：\u5b83\u8981\u91cd\u4ed8\u8fd9 26K \u7684\u4e00\u90e8\u5206\u3002\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48"\u590d\u7528\u540c\u4e00\u4e2a\u5b50\u4ee3\u7406\u4f1a\u8bdd"\u662f\u6709\u6548\u7684\u2014\u2014\u7b2c\u4e8c\u8f6e\u8d77\u8fd9\u90e8\u5206\u547d\u4e2d\u3002<\/p>\n

      \u7b2c\u4e8c，\u51b7\u542f\u52a8\u4e0d\u7b97\u8fdd\u89c4\u3002\u5224\u636e M \u2264 0.02 \u00d7 In \u82e5\u5957\u5728\u9996\u8bf7\u6c42\u4e0a，\u5fc5\u7136\u4e0d\u8fbe\u6807；\u6240\u4ee5\u6b63\u786e\u505a\u6cd5\u662f\u628a\u9996\u8bf7\u6c42\u4ece\u56de\u5f52\u7edf\u8ba1\u91cc\u5254\u9664（\u6216\u5355\u5217），\u53ea\u770b"\u8fdb\u5165\u7a33\u6001\u540e"\u7684\u8bf7\u6c42\u3002\u53cd\u8fc7\u6765\u8bf4，\u4efb\u4f55"\u6211\u7684\u547d\u4e2d\u7387\u53ea\u6709 60%"\u7684\u62a5\u544a，\u7b2c\u4e00\u6b65\u90fd\u8be5\u770b\u6709\u591a\u5c11\u8bf7\u6c42\u5c5e\u4e8e\u9996\u8bf7\u6c42\u3002<\/p>\n

      6.2 \u6848\u4f8b\u4e8c：\u4e00\u6b21\u6298\u53e0\u5f15\u53d1\u7684\u91cd\u4ed8\u94fe<\/h4>\n

      \u7b2c\u4e8c\u4e2a\u6848\u4f8b\u6765\u81ea\u4e00\u4e2a\u957f\u4f1a\u8bdd\u7684\u4e2d\u95f4\u6bb5\u3002\u5b83\u5728\u7b2c 37 \u8f6e\u89e6\u53d1\u4e86\u4e00\u6b21\u6298\u53e0，\u628a 18 \u4e07 token \u7684\u5386\u53f2\u538b\u6210 6 \u5343 token \u6458\u8981，\u4e0a\u4e0b\u6587\u56de\u843d\u5230\u7ea6 7 \u4e07\u3002\u8d26\u672c\u4e0a\u968f\u540e\u51fa\u73b0\u4e86\u4e00\u6761"\u538b\u7f29\u91cd\u4ed8"\u8bb0\u5f55\u3002<\/p>\n

      \u628a\u8fd9\u4ef6\u4e8b\u753b\u6210\u65f6\u95f4\u7ebf，\u5c31\u80fd\u770b\u6e05\u6210\u672c\u662f\u600e\u4e48\u4ea7\u751f\u7684：<\/p>\n

      \u4e0a\u6e38\u7f13\u5b58\u4ee3\u7406\u5c42\u5ba2\u6237\u7aef\u4e0a\u6e38\u7f13\u5b58\u4ee3\u7406\u5c42\u5ba2\u6237\u7aef#mermaid-svg-1rueKriaVBWPn6jC{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-1rueKriaVBWPn6jC .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-1rueKriaVBWPn6jC .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-1rueKriaVBWPn6jC .error-icon{fill:#552222;}#mermaid-svg-1rueKriaVBWPn6jC .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-1rueKriaVBWPn6jC .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-1rueKriaVBWPn6jC .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-1rueKriaVBWPn6jC .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-1rueKriaVBWPn6jC .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-1rueKriaVBWPn6jC .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-1rueKriaVBWPn6jC .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-1rueKriaVBWPn6jC .marker{fill:#333333;stroke:#333333;}#mermaid-svg-1rueKriaVBWPn6jC .marker.cross{stroke:#333333;}#mermaid-svg-1rueKriaVBWPn6jC svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-1rueKriaVBWPn6jC p{margin:0;}#mermaid-svg-1rueKriaVBWPn6jC .actor{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-1rueKriaVBWPn6jC text.actor>tspan{fill:black;stroke:none;}#mermaid-svg-1rueKriaVBWPn6jC .actor-line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);}#mermaid-svg-1rueKriaVBWPn6jC .innerArc{stroke-width:1.5;stroke-dasharray:none;}#mermaid-svg-1rueKriaVBWPn6jC .messageLine0{stroke-width:1.5;stroke-dasharray:none;stroke:#333;}#mermaid-svg-1rueKriaVBWPn6jC .messageLine1{stroke-width:1.5;stroke-dasharray:2,2;stroke:#333;}#mermaid-svg-1rueKriaVBWPn6jC #arrowhead path{fill:#333;stroke:#333;}#mermaid-svg-1rueKriaVBWPn6jC .sequenceNumber{fill:white;}#mermaid-svg-1rueKriaVBWPn6jC #sequencenumber{fill:#333;}#mermaid-svg-1rueKriaVBWPn6jC #crosshead path{fill:#333;stroke:#333;}#mermaid-svg-1rueKriaVBWPn6jC .messageText{fill:#333;stroke:none;}#mermaid-svg-1rueKriaVBWPn6jC .labelBox{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-1rueKriaVBWPn6jC .labelText,#mermaid-svg-1rueKriaVBWPn6jC .labelText>tspan{fill:black;stroke:none;}#mermaid-svg-1rueKriaVBWPn6jC .loopText,#mermaid-svg-1rueKriaVBWPn6jC .loopText>tspan{fill:black;stroke:none;}#mermaid-svg-1rueKriaVBWPn6jC .loopLine{stroke-width:2px;stroke-dasharray:2,2;stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);}#mermaid-svg-1rueKriaVBWPn6jC .note{stroke:#aaaa33;fill:#fff5ad;}#mermaid-svg-1rueKriaVBWPn6jC .noteText,#mermaid-svg-1rueKriaVBWPn6jC .noteText>tspan{fill:black;stroke:none;}#mermaid-svg-1rueKriaVBWPn6jC .activation0{fill:#f4f4f4;stroke:#666;}#mermaid-svg-1rueKriaVBWPn6jC .activation1{fill:#f4f4f4;stroke:#666;}#mermaid-svg-1rueKriaVBWPn6jC .activation2{fill:#f4f4f4;stroke:#666;}#mermaid-svg-1rueKriaVBWPn6jC .actorPopupMenu{position:absolute;}#mermaid-svg-1rueKriaVBWPn6jC .actorPopupMenuPanel{position:absolute;fill:#ECECFF;box-shadow:0px 8px 16px 0px rgba(0,0,0,0.2);filter:drop-shadow(3px 5px 2px rgb(0 0 0 \/ 0.4));}#mermaid-svg-1rueKriaVBWPn6jC .actor-man line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-1rueKriaVBWPn6jC .actor-man circle,#mermaid-svg-1rueKriaVBWPn6jC line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;stroke-width:2px;}#mermaid-svg-1rueKriaVBWPn6jC :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}\u6c34\u4f4d 82% \u89e6\u53d1\u6298\u53e0\u51c0\u6548\u679c：\u7701\u4e0b\u540e\u7eed\u91cd\u53d1，\u4f46\u5148\u4ed8\u4e00\u6b21 6.4 \u4e07\u91cd\u7b97\u7b2c 36 \u8f6e\u8bf7\u6c42（\u4e0a\u4e0b\u6587 18 \u4e07）\u524d\u7f00\u4e0e\u5386\u53f2\u9010\u5b57\u8282\u4e00\u81f4\u547d\u4e2d 17.4 \u4e07 \/ \u65b0\u589e 0.6 \u4e07\u4e2d\u6bb5\u5386\u53f2 \u2192 6 \u5343 token \u6458\u8981\u7b2c 37 \u8f6e\u8bf7\u6c42（\u4e0a\u4e0b\u6587 7 \u4e07）\u5934\u90e8\u4e00\u81f4，\u4f46\u4e2d\u6bb5\u5b57\u8282\u5df2\u88ab\u6539\u5199\u547d\u4e2d\u4ec5\u5230\u6539\u5199\u70b9，\u5176\u540e 6.4 \u4e07\u5168\u90e8\u6309\u65b0\u589e\u8ba1\u4ef7\u7b2c 38\u201341 \u8f6e\u524d\u7f00\u91cd\u65b0\u7a33\u5b9a，\u547d\u4e2d\u7387\u56de\u5230 99%<\/p>\n

      \u8fd9\u5f20\u56fe\u91cc\u6700\u5173\u952e\u7684\u4e00\u884c\u662f"\u547d\u4e2d\u4ec5\u5230\u6539\u5199\u70b9"\u3002\u7f13\u5b58\u4e0d\u662f\u6309\u6bd4\u4f8b\u6253\u6298，\u662f\u6309\u524d\u7f00\u622a\u65ad：\u6539\u5199\u53d1\u751f\u5728\u4e2d\u6bb5，\u5219\u4e2d\u6bb5\u4e4b\u524d\u4ecd\u547d\u4e2d，\u4e2d\u6bb5\u4e4b\u540e\u5168\u90e8\u91cd\u7b97\u3002\u6240\u4ee5\u6298\u53e0\u91cd\u4ed8\u7684\u89c4\u6a21，\u7ea6\u7b49\u4e8e"\u6539\u5199\u70b9\u4e4b\u540e\u7684\u5185\u5bb9\u957f\u5ea6"，\u800c\u4e0d\u662f"\u88ab\u6298\u53e0\u6389\u7684\u90a3\u6bb5\u957f\u5ea6"\u3002\u8fd9\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u5728\u4f1a\u8bdd\u65e9\u671f\u6298\u53e0\u66f4\u8d35：\u540e\u9762\u8fd8\u6709\u5927\u91cf\u5185\u5bb9\u8981\u8ddf\u7740\u91cd\u4ed8\u3002<\/p>\n

      \u5982\u679c\u8fd9\u6b21\u6298\u53e0\u53d1\u751f\u5728\u7b2c 40 \u8f6e\u4e4b\u540e\u3001\u5269\u4f59\u4e0d\u8db3 5 \u8f6e，\u90a3\u4e48\u6309 5.3 \u8282\u7684 ROI \u51fd\u6570\u8ba1\u7b97\u5c31\u662f\u8d1f\u6536\u76ca\u2014\u2014\u8fd9\u4e5f\u662f\u90a3\u6761\u5b88\u536b\u5b58\u5728\u7684\u7406\u7531\u3002<\/p>\n

      6.3 \u6848\u4f8b\u4e09：\u4e00\u6b21\u5b50\u4ee3\u7406\u6247\u51fa\u7684\u4e8b\u6545\u590d\u76d8<\/h4>\n

      \u7b2c\u4e09\u4e2a\u6848\u4f8b\u6765\u81ea\u4e00\u6b21\u5e76\u884c\u7684\u8c03\u7814\u4efb\u52a1\u3002\u4efb\u52a1\u662f"\u5bf9\u56db\u4e2a\u6a21\u5757\u5404\u505a\u4e00\u6b21\u72ec\u7acb\u5ba1\u8ba1"，\u64cd\u4f5c\u8005\u56fe\u7701\u4e8b，\u7528\u4e86\u56db\u4e2a"\u7ee7\u627f\u5b8c\u6574\u4e0a\u4e0b\u6587"\u7684\u5b50\u4ee3\u7406\u5e76\u884c\u53d1\u51fa\u3002<\/p>\n

      \u8d26\u672c\u7ed9\u51fa\u7684\u7ed3\u8bba\u5f88\u96be\u770b：\u56db\u4e2a\u5b50\u4ee3\u7406\u7684\u9996\u8bf7\u6c42\u8f93\u5165\u5206\u522b\u662f 21.3 \u4e07\u300119.8 \u4e07\u300122.7 \u4e07\u4e0e 20.5 \u4e07 token，\u5168\u90e8\u6309\u65b0\u589e\u8ba1\u4ef7；\u800c\u5b83\u4eec\u5b9e\u9645\u7684\u5de5\u4f5c\u91cf，\u6bcf\u4e2a\u7ea6 4 \u5343 token \u7684\u8bfb\u53d6\u4e0e 1 \u5343 token \u7684\u8f93\u51fa\u3002\u4e5f\u5c31\u662f\u8bf4，\u4e3a\u4e86\u56db\u4e2a\u5404 5 \u5343 token \u7684\u6d3b，\u4ed8\u4e86 84 \u4e07 token \u7684\u51b7\u542f\u52a8\u3002<\/p>\n

      \u540c\u4e00\u6279\u4efb\u52a1\u6539\u7528"\u65b0\u4e0a\u4e0b\u6587"\u5b50\u4ee3\u7406\u540e，\u8f93\u5165\u964d\u81f3\u6bcf\u4e2a\u7ea6 1.6 \u4e07（\u56fa\u5b9a\u5934\u90e8\u52a0\u4efb\u52a1\u8bf4\u660e），\u603b\u989d\u4ece 84 \u4e07\u964d\u5230 6.4 \u4e07，\u7ea6\u4e3a\u539f\u6765\u7684 7.6%\u3002\u8d28\u91cf\u6ca1\u6709\u4e0b\u964d，\u56e0\u4e3a\u5ba1\u8ba1\u4efb\u52a1\u672c\u8eab\u5c31\u662f\u81ea\u5305\u542b\u7684\u2014\u2014\u5b83\u4e0d\u9700\u8981\u7236\u4f1a\u8bdd\u7684\u4efb\u4f55\u5386\u53f2\u3002<\/p>\n

      \u8fd9\u4e2a\u6848\u4f8b\u7684\u6559\u8bad\u4e0d\u662f"\u522b\u7528\u5b50\u4ee3\u7406"，\u800c\u662f\u5148\u5224\u65ad\u4efb\u52a1\u662f\u5426\u771f\u7684\u9700\u8981\u7ee7\u627f\u4e0a\u4e0b\u6587：<\/p>\n\n\u4efb\u52a1\u7c7b\u578b\u8981\u4e0d\u8981\u7ee7\u627f\u7236\u4e0a\u4e0b\u6587\u5efa\u8bae\u5f62\u6001<\/tr>\n\n\n\n\n
      \u72ec\u7acb\u8c03\u7814\u3001\u6279\u91cf\u5ba1\u8ba1\u3001\u6587\u6863\u8f6c\u6362<\/td>\n\u4e0d\u9700\u8981<\/td>\n\u65b0\u4e0a\u4e0b\u6587，\u81ea\u5e26\u4efb\u52a1\u8bf4\u660e<\/td>\n<\/tr>\n
      \u9700\u8981\u5ef6\u7eed\u5f53\u524d\u8bbe\u8ba1\u7684\u7eed\u5199\u3001\u8bc4\u5ba1<\/td>\n\u9700\u8981<\/td>\nfork，\u4f46\u8981\u63a7\u5236\u7236\u4e0a\u4e0b\u6587\u89c4\u6a21<\/td>\n<\/tr>\n
      \u540c\u4e00\u6279\u6b21\u7684\u91cd\u590d\u540c\u7c7b\u4efb\u52a1<\/td>\n\u4e0d\u9700\u8981<\/td>\n\u590d\u7528\u540c\u4e00\u4e2a\u5b50\u4ee3\u7406\u4f1a\u8bdd，\u800c\u975e\u65b0\u5f00<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u7b2c\u4e09\u79cd\u6700\u5bb9\u6613\u88ab\u5ffd\u7565\u3002\u65b0\u5f00\u4e00\u4e2a\u5b50\u4ee3\u7406，\u6bcf\u6b21\u90fd\u8981\u91cd\u4ed8\u7cfb\u7edf\u63d0\u793a\u4e0e\u5de5\u5177 schema \u7684\u56fa\u5b9a\u5934\u90e8（\u672c\u673a\u5b9e\u6d4b\u7ea6 1.2 \u4e07 token）；\u800c\u590d\u7528\u540c\u4e00\u4f1a\u8bdd，\u7b2c\u4e8c\u8f6e\u8d77\u8fd9\u90e8\u5206\u547d\u4e2d\u3002\u5206\u5929\u96f6\u6563\u5f00\u516b\u4e2a\u540c\u7c7b\u5b50\u4ee3\u7406，\u7b49\u4e8e\u4ed8\u516b\u4efd\u51b7\u542f\u52a8；\u82e5\u5728\u4e00\u6b21\u4efb\u52a1\u91cc\u987a\u5e8f\u590d\u7528，\u53ea\u9700\u7b2c\u4e00\u4efd\u3002<\/p>\n

      6.4 \u4e09\u4e2a\u6848\u4f8b\u4e4b\u540e\u7684\u96c6\u6210\u6392\u5e8f<\/h4>\n

      \u628a\u4e09\u4e2a\u6848\u4f8b\u653e\u5728\u4e00\u8d77，\u80fd\u5f97\u5230\u4e00\u4e2a\u53ef\u64cd\u4f5c\u7684\u6392\u5e8f：<\/p>\n\n\u4f18\u5148\u7ea7\u52a8\u4f5c\u4f5c\u7528\u4e8e\u9884\u671f\u4e58\u6570<\/tr>\n\n\n\n\n\n\n\n
      1<\/td>\n\u51cf\u5c11\u8bf7\u6c42\u6570\u3001\u7f29\u77ed\u4f1a\u8bdd\u5bb6\u65cf<\/td>\n\u5168\u90e8\u4e09\u6876<\/td>\n0.75<\/td>\n<\/tr>\n
      2<\/td>\n\u538b\u8f93\u51fa（\u6863\u4f4d\u3001\u7eaa\u5f8b\u3001maxTokens）<\/td>\n\u8f93\u51fa\u6876<\/td>\n0.45<\/td>\n<\/tr>\n
      3<\/td>\n\u6390\u6389\u9ad8\u672a\u547d\u4e2d\u8bf7\u6c42<\/td>\n\u672a\u547d\u4e2d\u6876<\/td>\n0.40<\/td>\n<\/tr>\n
      4<\/td>\n\u5b50\u4ee3\u7406\u6cbb\u7406<\/td>\n\u672a\u547d\u4e2d\u6876<\/td>\n0.80<\/td>\n<\/tr>\n
      5<\/td>\n\u6298\u53e0\u95e8\u69db\u4e0e\u5c3e\u90e8\u6cbb\u7406<\/td>\n\u672a\u547d\u4e2d\u6876<\/td>\n0.80<\/td>\n<\/tr>\n
      6<\/td>\n\u6392\u73ed\u4e0e\u6e20\u9053\u5206\u6d41<\/td>\n\u6574\u4f53\u4e58\u6570<\/td>\n0.76<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u987a\u5e8f\u4e0d\u662f\u5ba1\u7f8e\u95ee\u9898：\u5148\u505a 1\u30012，\u56e0\u4e3a\u5b83\u4eec\u7684\u6536\u76ca\u786e\u5b9a\u4e14\u4e0d\u4f9d\u8d56\u6846\u67b6；\u518d\u505a 3\u30014，\u56e0\u4e3a\u5b83\u4eec\u9700\u8981\u6cbb\u7406\u673a\u5236；\u6700\u540e\u505a 5，\u56e0\u4e3a\u6298\u53e0\u6709\u6b63\u8d1f\u4e24\u9762\u3002<\/p>\n

      \u4e03\u3001\u4e94\u7c7b\u6d6a\u8d39\u4e0e\u6760\u6746\u77e9\u9635<\/h3>\n

      \u628a\u6563\u843d\u5404\u5904\u7684\u52a8\u4f5c\u6536\u6210\u4e00\u5f20\u8868\u3002\u8fd9\u5f20\u8868\u65e2\u662f\u68c0\u67e5\u6e05\u5355，\u4e5f\u662f\u4f18\u5148\u7ea7\u4f9d\u636e：<\/p>\n\n#\u6d6a\u8d39\u6e90\u5b9e\u6d4b\u89c4\u6a21\u6760\u6746\u9884\u671f\u6548\u679c<\/tr>\n\n\n\n\n\n\n
      1<\/td>\n\u8f93\u51fa\u8fc7\u957f（\u601d\u8003 + \u5197\u957f）<\/td>\n\u5360\u603b\u6210\u672c 36%，\u7ea6 1500 tok\/\u8bf7\u6c42<\/td>\n\u964d\u6863\u4f4d\u3001\u6536\u7d27\u56de\u7b54\u89c4\u8303\u3001\u9650 maxTokens<\/td>\n\u8f93\u51fa \u221250%~\u221270%，\u603b\u6210\u672c \u00d70.75~0.82<\/td>\n<\/tr>\n
      2<\/td>\n\u6298\u53e0\u91cd\u4ed8<\/td>\n\u4f1a\u8bdd\u5185 13.7%，6\/10 \u6b21\u4e0d\u56de\u672c<\/td>\n\u62ac\u9ad8\u6298\u53e0\u95e8\u69db\u3001\u5927\u7ed3\u679c\u5916\u7f6e<\/td>\n\u672a\u547d\u4e2d \u00d70.6~0.8<\/td>\n<\/tr>\n
      3<\/td>\n\u4e0a\u6e38\u7f13\u5b58\u9a71\u9010<\/td>\n7.6%<\/td>\n\u4fdd\u6301\u8fde\u7eed\u4f5c\u4e1a\u3001\u907f\u514d\u7a7a\u7f6e<\/td>\n\u672a\u547d\u4e2d \u22125%~\u221210%<\/td>\n<\/tr>\n
      4<\/td>\n\u6a21\u578b\u5207\u6362 \/ \u91cd\u542f \/ \u6539\u63d0\u793a\u8bcd<\/td>\n\u5360\u8f93\u5165 0.25%（\u660e\u786e\u5f52\u56e0\u90e8\u5206）<\/td>\n\u4f1a\u8bdd\u5185\u4e0d\u6362\u6a21\u578b\u3001\u4e0d\u91cd\u542f\u3001\u4e0d\u6539\u5934\u90e8<\/td>\n\u672a\u547d\u4e2d \u00d70.5<\/td>\n<\/tr>\n
      5<\/td>\n\u5b50\u4ee3\u7406\u6247\u51fa<\/td>\n\u5bb6\u65cf\u8f93\u5165 53.6%，\u6210\u672c\u7ea6 40%<\/td>\n\u5c11 fork\u3001\u538b\u5b50\u4ee3\u7406\u4e0a\u4e0b\u6587\u3001\u5b9a\u5ec9\u4ef7\u6a21\u578b<\/td>\n\u603b\u6210\u672c \u00d70.75~0.85<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u628a\u516d\u4e2a\u4e58\u6570\u8fde\u4e58，\u5f97\u5230\u4ece\u57fa\u7ebf\u5230 20% \u7684\u8def\u7ebf：<\/p>\n\n\u6b65\u9aa4\u52a8\u4f5c\u4e58\u6570\u7ed3\u679c\u76f8\u5bf9\u57fa\u7ebf<\/tr>\n\n\n\n\n\n\n\n\n
      \u2014<\/td>\n\u53ea\u628a\u547d\u4e2d\u7387\u4ece 92.5% \u63d0\u5230 98%<\/td>\n\u00d70.63<\/td>\n$1.368<\/td>\n63%<\/td>\n<\/tr>\n
      \u2460<\/td>\n\u672a\u547d\u4e2d \u00d70.40（\u6390\u6389\u6d6a\u8d39）<\/td>\n\u00d70.69<\/td>\n$1.501<\/td>\n69%<\/td>\n<\/tr>\n
      \u2461<\/td>\n\u2460 + \u8f93\u51fa \u00d70.45<\/td>\n\u00d70.49<\/td>\n$1.072<\/td>\n49%<\/td>\n<\/tr>\n
      \u2462<\/td>\n\u2461 + \u8bf7\u6c42\u6570 \u221225%<\/td>\n\u00d70.39<\/td>\n$0.851<\/td>\n39%<\/td>\n<\/tr>\n
      \u2463<\/td>\n\u2462 + \u5b50\u4ee3\u7406\u6cbb\u7406 \u00d70.8\u3001\u65f6\u6bb5 \u00d70.8<\/td>\n\u00d70.31<\/td>\n$0.680<\/td>\n31%<\/td>\n<\/tr>\n
      \u2464<\/td>\n\u2463 + 60% \u6d41\u91cf\u8d70\u5ec9\u4ef7\u6e20\u9053 \u00d70.76<\/td>\n\u00d70.24<\/td>\n$0.517<\/td>\n24%<\/td>\n<\/tr>\n
      \u2465<\/td>\n\u2464 + \u6298\u53e0\u95e8\u69db\u62ac\u9ad8\u3001\u5916\u7f6e\u673a\u5236\u6253\u5f00<\/td>\n\u00d70.20<\/td>\n$0.43<\/td>\n20%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u6ce8\u610f\u7b2c\u4e00\u884c\u7684\u6559\u8bad：\u5355\u6760\u6746\u6709\u5929\u82b1\u677f\u3002\u628a\u547d\u4e2d\u7387\u4e00\u4e2a\u4eba\u4ece 92.5% \u9876\u5230 98%，\u53ea\u80fd\u62ff\u5230 63%\u3002\u8fd9\u4e0d\u662f\u52aa\u529b\u4e0d\u591f，\u662f\u6570\u5b66\u2014\u2014\u547d\u4e2d\u7387\u53ea\u5f71\u54cd\u672a\u547d\u4e2d\u6876，\u800c\u5b83\u53ea\u5360\u603b\u6210\u672c\u7684 51.4%，\u4e14\u53ea\u80fd\u538b\u5230\u5f88\u5c0f\u3002\u60f3\u518d\u5f80\u4e0b，\u53ea\u80fd\u53e0\u52a0\u522b\u7684\u7ef4\u5ea6\u3002<\/p>\n

      \u516b\u3001\u53cd\u76f4\u89c9\u6e05\u5355\u4e0e\u5931\u6548\u8fb9\u754c<\/h3>\n

      \u5199\u5230\u8fd9\u91cc，\u9700\u8981\u628a"\u4e0d\u53ef\u63a7"\u548c"\u4f1a\u8bef\u5224"\u7684\u90e8\u5206\u8bf4\u6e05\u695a，\u5426\u5219\u8bfb\u8005\u7167\u505a\u4e4b\u540e\u4f1a\u9047\u5230\u89e3\u91ca\u4e0d\u4e86\u7684\u73b0\u8c61\u3002<\/p>\n

      \u7b2c\u4e00，\u4e0a\u6e38 TTL \u4e0d\u53ef\u89c2\u6d4b\u3002 \u4ee3\u7406\u5c42\u6ca1\u6709 TTL \u5047\u8bbe\u3001\u6ca1\u6709 warm-up\u3001\u6ca1\u6709 keepalive\u3001\u4e5f\u6ca1\u6709\u9a71\u9010\u7b56\u7565\u3002\u56e0\u6b64\u7531 TTL \u9020\u6210\u7684\u672a\u547d\u4e2d\u53ea\u80fd\u5f52\u56e0\u3001\u4e0d\u80fd\u6d88\u9664；\u7f13\u89e3\u624b\u6bb5\u53ea\u6709"\u8fde\u7eed\u4f5c\u4e1a + \u522b\u91cd\u542f"\u3002\u5f53\u4f60\u5728\u62a5\u544a\u91cc\u770b\u5230\u4e00\u5927\u5757 unattributed，\u90a3\u4e0d\u662f\u4ee3\u7801 bug，\u662f\u5916\u90e8\u9ed1\u76d2\u3002<\/p>\n

      \u7b2c\u4e8c，\u5f52\u56e0\u662f\u542f\u53d1\u5f0f\u7684\u3002 \u5224\u5b9a\u987a\u5e8f\u901a\u5e38\u662f"\u91cd\u542f > \u6a21\u578b\u5207\u6362 > \u5bc6\u94a5 > \u63d0\u793a\u8bcd\u6539\u5199 > wire \u53d8\u66f4 > \u4e0a\u6e38\u9a71\u9010"，\u6b8b\u4f59\u624d\u8bb0\u5165 TTL\u3002\u6240\u4ee5"\u4e00\u6b21\u6a21\u578b\u5207\u6362\u7ea6 11 \u4e07 token"\u8fd9\u7c7b\u6570\u5b57\u662f\u4e0a\u9650，\u4e0d\u662f\u7cbe\u786e\u503c\u3002<\/p>\n

      \u7b2c\u4e09，\u538b\u7f29\u4e0d\u662f\u76ee\u7684\u3002 \u6298\u53e0\u4f4e\u4e8e\u56de\u672c\u7ebf\u65f6\u51c0\u4e8f，\u524d\u9762\u5df2\u7ed9\u51fa\u5341\u6b21\u91cc\u516d\u6b21\u4e0d\u56de\u672c\u7684\u5b9e\u6d4b\u6bd4\u4f8b\u3002\u4efb\u4f55"\u628a\u4e0a\u4e0b\u6587\u538b\u5230\u591a\u5c0f"\u7684 KPI \u90fd\u662f\u9519\u7684，\u6b63\u786e\u6307\u6807\u662f"\u672a\u547d\u4e2d\u7387"\u548c"\u6bcf\u4ebf token \u6210\u672c"\u3002<\/p>\n

      \u7b2c\u56db，\u4e0d\u8981\u53e0\u52a0\u7b2c\u4e09\u65b9\u538b\u7f29\u5668\u3002 \u5bbf\u4e3b\u81ea\u5e26\u538b\u7f29\u4e0e\u5916\u90e8\u538b\u7f29\u63d2\u4ef6\u540c\u65f6\u5de5\u4f5c\u65f6，\u4e24\u8005\u4f1a\u5404\u81ea\u6539\u5199\u4e2d\u6bb5，\u4e92\u76f8\u7834\u574f\u524d\u7f00，\u7ed3\u679c\u6bd4\u4e0d\u538b\u8fd8\u8d35\u3002\u4e0a\u4e0b\u6587\u6cbb\u7406\u5c42\u53ea\u80fd\u6709\u4e00\u4e2a owner\u3002<\/p>\n

      \u7b2c\u4e94，\u5148\u7edf\u4e00\u53e3\u5f84，\u518d\u5224\u65ad\u662f\u5426\u8fbe\u6807\u3002 \u8d26\u672c\u4e0e\u4ee3\u7406\u7edf\u8ba1\u5dee\u7ea6\u4e24\u500d\u3002\u7528\u9519\u53e3\u5f84\u4f1a\u5f97\u51fa"\u4f18\u5316\u65e0\u6548"\u6216"\u4f18\u5316\u4f5c\u5f0a"\u7684\u76f8\u53cd\u7ed3\u8bba\u3002<\/p>\n

      \u7b2c\u516d，\u77ed\u4f1a\u8bdd\u4e0d\u53ef\u80fd 98%\u3002 \u8fd9\u4e0d\u662f\u5b9e\u73b0\u95ee\u9898，\u662f \u03b4 \/ C \u7684\u6570\u5b66\u7ed3\u679c\u3002\u7ed9\u77ed\u4f1a\u8bdd\u8bbe\u547d\u4e2d\u7387 KPI，\u7b49\u4e8e\u7ed9\u98de\u673a\u8bbe"\u87ba\u65cb\u6868\u8f6c\u901f"\u3002<\/p>\n

      \u4e5d\u3001\u600e\u4e48\u9a8c\u8bc1：A\/B \u4e0e\u56db\u4e2a\u56de\u5f52\u6307\u6807<\/h3>\n

      \u6700\u540e\u662f\u9a8c\u8bc1\u65b9\u6cd5\u3002\u6700\u5c0f\u53ef\u884c\u65b9\u6848\u662f"\u4e00\u6b21\u53ea\u6539\u4e00\u4e2a\u53d8\u91cf，\u8dd1\u5341\u8f6e"：<\/p>\n\n\u5b9e\u9a8c\u53d8\u91cf\u89c2\u5bdf\u6307\u6807<\/tr>\n\n\n\n\n\n
      \u8f93\u51fa\u4fa7<\/td>\n\u63a8\u7406\u6863\u4f4d\u9ad8 vs \u4f4e<\/td>\n\u6bcf\u8bf7\u6c42\u8f93\u51fa token\u3001\u8d26\u672c\u82b1\u8d39<\/td>\n<\/tr>\n
      \u5b50\u4ee3\u7406<\/td>\n\u72ec\u7acb\u4e0a\u4e0b\u6587 vs fork<\/td>\n\u65b0\u589e\u5b50\u4f1a\u8bdd\u8f93\u5165\u91cf\u3001\u9996\u8bf7\u6c42\u672a\u547d\u4e2d<\/td>\n<\/tr>\n
      \u538b\u7f29\u4fa7<\/td>\n\u6298\u53e0\u95e8\u69db\u524d vs \u540e<\/td>\n\u6298\u53e0\u56de\u672c\u6bd4\u4f8b（\u662f\u5426\u4ece 4\/10 \u63d0\u5347）<\/td>\n<\/tr>\n
      \u524d\u7f00\u4fa7<\/td>\n\u51bb\u7ed3\u5934\u90e8\u524d\u540e<\/td>\n\u5355\u8bf7\u6c42\u672a\u547d\u4e2d\u91cf\u3001unattributed \u5360\u6bd4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u56de\u5f52\u6307\u6807\u56fa\u5b9a\u56db\u4e2a，\u4e0d\u8981\u589e\u52a0：\u6bcf\u4ebf token \u6210\u672c\u3001\u672a\u547d\u4e2d\u7387\u3001\u6bcf\u8bf7\u6c42\u8f93\u51fa token\u3001\u5b50\u4ee3\u7406\u8f93\u5165\u5360\u6bd4\u3002\u56db\u4e2a\u6307\u6807\u4e92\u76f8\u5236\u7ea6：\u53ea\u538b\u6210\u672c\u4f1a\u727a\u7272\u8f93\u51fa\u8d28\u91cf，\u53ea\u538b\u672a\u547d\u4e2d\u4f1a\u62c9\u957f\u4f1a\u8bdd，\u53ea\u7b97\u5b50\u4ee3\u7406\u4f1a\u5ffd\u7565\u8f93\u51fa\u81a8\u80c0\u3002<\/p>\n

      \u8fd8\u6709\u4e00\u5c42\u66f4\u9690\u853d\u7684\u98ce\u9669：\u6307\u6807\u4f1a\u88ab\u73a9\u574f\u3002\u628a"\u6bcf\u4ebf token \u6210\u672c"\u5f53\u552f\u4e00 KPI，\u6700\u7701\u4e8b\u7684\u505a\u6cd5\u662f\u628a\u4efb\u52a1\u5207\u788e\u3001\u8ba9\u6a21\u578b\u5c11\u8bf4\u8bdd，\u6210\u672c\u7acb\u523b\u4e0b\u964d，\u4f46\u4ea7\u51fa\u4e5f\u4e00\u8d77\u4e0b\u964d\u3002\u628a"\u672a\u547d\u4e2d\u7387"\u5f53\u552f\u4e00 KPI，\u6700\u7701\u4e8b\u7684\u505a\u6cd5\u662f\u4e0d\u65ad\u5f00\u65b0\u4f1a\u8bdd\u3001\u907f\u514d\u957f\u5386\u53f2，\u6bd4\u503c\u53d8\u597d，\u8d26\u5355\u672a\u5fc5\u53d8\u597d\u3002\u628a"\u6bcf\u8bf7\u6c42\u8f93\u51fa token"\u5f53\u552f\u4e00 KPI，\u6a21\u578b\u4f1a\u5f00\u59cb\u7701\u7565\u5fc5\u8981\u7684\u89e3\u91ca\u4e0e\u6821\u9a8c\u6b65\u9aa4\u3002<\/p>\n

      \u9632\u6b62\u6307\u6807\u88ab\u73a9\u574f\u7684\u529e\u6cd5\u662f\u7ed9\u6bcf\u4e2a\u6307\u6807\u914d\u4e00\u4e2a"\u8d28\u91cf\u951a\u70b9"：\u6210\u672c\u914d"\u4efb\u52a1\u4e00\u6b21\u901a\u8fc7\u7387"，\u672a\u547d\u4e2d\u7387\u914d"\u4f1a\u8bdd\u5185\u56de\u8bfb\u6b21\u6570"，\u8f93\u51fa\u957f\u5ea6\u914d"\u4eba\u5de5\u8fd4\u5de5\u6b21\u6570"\u3002\u951a\u70b9\u4e0d\u5fc5\u7cbe\u786e，\u4f46\u5fc5\u987b\u5b58\u5728\u2014\u2014\u5426\u5219\u4f18\u5316\u4f1a\u81ea\u7136\u6ed1\u5411"\u5c11\u5e72\u6d3b"\u3002<\/p>\n

      \u4e00\u4e2a\u53ef\u6267\u884c\u7684\u505a\u6cd5\u662f\u628a\u8fd9\u56db\u9879\u5199\u8fdb CI \u7684\u5468\u62a5：\u6570\u636e\u6765\u81ea\u8d26\u672c\u4e0e\u8bca\u65ad\u63a5\u53e3，\u811a\u672c\u5c31\u662f\u7b2c\u4e94\u8282\u90a3\u51e0\u6bb5\u3002<\/p>\n

      \u5341\u3001\u7ed9\u8bfb\u8005\u7684\u4e09\u6761<\/h3>\n

      \u5148\u5f52\u56e0，\u518d\u4f18\u5316\u3002 \u628a\u672a\u547d\u4e2d\u62c6\u6210"\u65b0\u589e \/ \u6298\u53e0 \/ \u9a71\u9010"，\u628a\u6210\u672c\u62c6\u6210"\u672a\u547d\u4e2d \/ \u8f93\u51fa \/ \u547d\u4e2d"，\u624d\u77e5\u9053\u8be5\u52a8\u54ea\u6839\u6760\u6746\u3002\u4e0d\u505a\u5f52\u56e0\u5c31\u5f00\u59cb\u8c03\u53c2，\u7b49\u4e8e\u5728\u9ed1\u6697\u91cc\u6362\u706f\u6ce1\u3002<\/p>\n

      \u4f18\u5316\u7684\u662f\u4e58\u79ef，\u4e0d\u662f\u5355\u70b9\u3002 \u5355\u6760\u6746\u6709\u5929\u82b1\u677f，\u7ec4\u5408\u624d\u662f\u8def\u5f84\u3002\u5728\u591a\u6570\u7cfb\u7edf\u91cc，\u8f93\u51fa\u4fa7\u4e0e\u5b50\u4ee3\u7406\u4fa7\u662f\u6700\u5148\u56de\u672c\u7684\u4e24\u5757\u2014\u2014\u5b83\u4eec\u4e0d\u9700\u8981\u6539\u6846\u67b6，\u53ea\u9700\u8981\u6539\u4e60\u60ef\u3002<\/p>\n

      \u7eaa\u5f8b\u6bd4\u914d\u7f6e\u66f4\u6709\u6548\u3002 \u5934\u90e8\u51bb\u7ed3\u3001\u8fde\u7eed\u4f5c\u4e1a\u3001\u96f6\u6539\u5199\u8fd9\u4e09\u6761\u4e0d\u82b1\u94b1，\u5374\u51b3\u5b9a\u4e86\u7f13\u5b58\u524d\u7f00\u80fd\u4e0d\u80fd\u7a33\u5b9a\u590d\u7528\u3002\u5b83\u4eec\u7684\u6536\u76ca\u4e0d\u4f1a\u51fa\u73b0\u5728\u67d0\u4e00\u6b21 A\/B \u91cc，\u800c\u662f\u4f53\u73b0\u5728"\u8d26\u5355\u66f2\u7ebf\u4e0d\u518d\u62bd\u98ce"\u4e0a\u3002<\/p>\n

      \u6210\u672c\u4f18\u5316\u5230\u6700\u540e，\u62fc\u7684\u4e0d\u662f\u6280\u5de7，\u662f\u5bf9\u81ea\u5df1\u7cfb\u7edf\u5b57\u8282\u7ed3\u6784\u7684\u7406\u89e3\u6df1\u5ea6：\u77e5\u9053\u54ea\u4e00\u6bb5\u662f\u7a33\u5b9a\u7684，\u54ea\u4e00\u6bb5\u6bcf\u8f6e\u90fd\u5728\u53d8，\u54ea\u4e00\u6b21\u538b\u7f29\u5728\u6539\u5199\u5386\u53f2，\u54ea\u4e00\u6b21\u5207\u6362\u5728\u91cd\u5efa\u524d\u7f00\u3002\u60f3\u6e05\u695a\u8fd9\u4e9b，20% \u53ea\u662f\u4e00\u4e2a\u987a\u5e26\u7684\u7ed3\u679c\u3002<\/p>\n

      \n

      \u9644\u5f55：\u672f\u8bed\u8868<\/h4>\n\n\u672f\u8bed\u542b\u4e49<\/tr>\n\n\n\n\n\n\n\n\n\n
      \u547d\u4e2d\u8f93\u5165<\/td>\n\u4e0e\u4e0a\u6e38 prompt cache \u524d\u7f00\u4e00\u81f4\u7684\u8f93\u5165 token<\/td>\n<\/tr>\n
      \u672a\u547d\u4e2d\u8f93\u5165<\/td>\n\u65b0\u589e\u6216\u88ab\u6539\u5199\u3001\u9700\u91cd\u65b0\u8ba1\u4ef7\u7684\u8f93\u5165 token<\/td>\n<\/tr>\n
      \u03b4<\/td>\n\u5355\u8f6e\u8bf7\u6c42\u76f8\u5bf9\u4e0a\u4e00\u8f6e\u8ffd\u52a0\u7684 token<\/td>\n<\/tr>\n
      \u6298\u53e0（fold）<\/td>\n\u628a\u4e2d\u6bb5\u5386\u53f2\u538b\u7f29\u6210\u6458\u8981\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u52a8\u4f5c<\/td>\n<\/tr>\n
      \u51b7\u542f\u52a8<\/td>\n\u4f1a\u8bdd\u5934\u90e8\u5b57\u8282\u4e0e\u4e0a\u6e38\u5df2\u6709\u7f13\u5b58\u4e0d\u4e00\u81f4，\u6574\u6bb5\u6309\u65b0\u5185\u5bb9\u8ba1\u8d39<\/td>\n<\/tr>\n
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