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.edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-GPBIPFe0tzJ2QBgO .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-GPBIPFe0tzJ2QBgO .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-GPBIPFe0tzJ2QBgO .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-GPBIPFe0tzJ2QBgO .marker{fill:#333333;stroke:#333333;}#mermaid-svg-GPBIPFe0tzJ2QBgO .marker.cross{stroke:#333333;}#mermaid-svg-GPBIPFe0tzJ2QBgO svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-GPBIPFe0tzJ2QBgO p{margin:0;}#mermaid-svg-GPBIPFe0tzJ2QBgO .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-GPBIPFe0tzJ2QBgO .cluster-label text{fill:#333;}#mermaid-svg-GPBIPFe0tzJ2QBgO .cluster-label span{color:#333;}#mermaid-svg-GPBIPFe0tzJ2QBgO .cluster-label span p{background-color:transparent;}#mermaid-svg-GPBIPFe0tzJ2QBgO .label text,#mermaid-svg-GPBIPFe0tzJ2QBgO span{fill:#333;color:#333;}#mermaid-svg-GPBIPFe0tzJ2QBgO .node rect,#mermaid-svg-GPBIPFe0tzJ2QBgO .node circle,#mermaid-svg-GPBIPFe0tzJ2QBgO .node ellipse,#mermaid-svg-GPBIPFe0tzJ2QBgO .node polygon,#mermaid-svg-GPBIPFe0tzJ2QBgO .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-GPBIPFe0tzJ2QBgO .rough-node .label text,#mermaid-svg-GPBIPFe0tzJ2QBgO .node .label text,#mermaid-svg-GPBIPFe0tzJ2QBgO .image-shape .label,#mermaid-svg-GPBIPFe0tzJ2QBgO .icon-shape .label{text-anchor:middle;}#mermaid-svg-GPBIPFe0tzJ2QBgO .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-GPBIPFe0tzJ2QBgO .rough-node .label,#mermaid-svg-GPBIPFe0tzJ2QBgO .node .label,#mermaid-svg-GPBIPFe0tzJ2QBgO .image-shape .label,#mermaid-svg-GPBIPFe0tzJ2QBgO .icon-shape .label{text-align:center;}#mermaid-svg-GPBIPFe0tzJ2QBgO .node.clickable{cursor:pointer;}#mermaid-svg-GPBIPFe0tzJ2QBgO .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-GPBIPFe0tzJ2QBgO .arrowheadPath{fill:#333333;}#mermaid-svg-GPBIPFe0tzJ2QBgO .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-GPBIPFe0tzJ2QBgO .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-GPBIPFe0tzJ2QBgO .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-GPBIPFe0tzJ2QBgO .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-GPBIPFe0tzJ2QBgO .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-GPBIPFe0tzJ2QBgO .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-GPBIPFe0tzJ2QBgO .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-GPBIPFe0tzJ2QBgO .cluster text{fill:#333;}#mermaid-svg-GPBIPFe0tzJ2QBgO .cluster span{color:#333;}#mermaid-svg-GPBIPFe0tzJ2QBgO div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,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-GPBIPFe0tzJ2QBgO .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-GPBIPFe0tzJ2QBgO rect.text{fill:none;stroke-width:0;}#mermaid-svg-GPBIPFe0tzJ2QBgO .icon-shape,#mermaid-svg-GPBIPFe0tzJ2QBgO .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-GPBIPFe0tzJ2QBgO .icon-shape p,#mermaid-svg-GPBIPFe0tzJ2QBgO .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-GPBIPFe0tzJ2QBgO .icon-shape .label rect,#mermaid-svg-GPBIPFe0tzJ2QBgO .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-GPBIPFe0tzJ2QBgO .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-GPBIPFe0tzJ2QBgO .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-GPBIPFe0tzJ2QBgO :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u539f\u59cb Prompt<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7cfb\u7edf\u63d0\u793a\u7f13\u5b58<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u793a\u4f8b\u52a8\u6001\u5316<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u957f\u4e0a\u4e0b\u6587\u622a\u65ad<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7cbe\u7b80\u540e\u7684 Prompt<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u53d1\u9001\u7ed9\u5927\u6a21\u578b<\/p>\n<p><\/span><\/p>\n<h3>\u56db\u3001\u4f18\u5316\u601d\u8def3&#xff1a;\u7ed3\u679c\u7f13\u5b58<\/h3>\n<p>\u5f88\u591a\u95ee\u9898\u662f\u91cd\u590d\u7684&#xff1a;<\/p>\n<ul>\n<li>\u201c\u4f60\u4eec\u8425\u4e1a\u65f6\u95f4\u662f\u51e0\u70b9&#xff1f;\u201d<\/li>\n<li>\u201c\u4f60\u4eec\u5730\u5740\u5728\u54ea&#xff1f;\u201d<\/li>\n<li>\u201c\u8fd9\u4e2a\u4ea7\u54c1\u591a\u5c11\u94b1&#xff1f;\u201d<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u95ee\u9898\u6bcf\u6b21\u90fd\u8c03\u7528\u5927\u6a21\u578b&#xff0c;\u7eaf\u5c5e\u6d6a\u8d39\u94b1\u3002<\/p>\n<h4>\u600e\u4e48\u505a<\/h4>\n<p><span class=\"token comment\"># \u7b80\u5355\u7684\u7f13\u5b58\u903b\u8f91<\/span><br \/>\ncache <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">answer_question<\/span><span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u5148\u67e5\u7f13\u5b58<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> question <span class=\"token keyword\">in<\/span> cache<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> cache<span class=\"token punctuation\">[<\/span>question<span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token comment\"># \u7f13\u5b58\u6ca1\u6709&#xff0c;\u8c03\u7528\u5927\u6a21\u578b<\/span><br \/>\n    result <span class=\"token operator\">&#061;<\/span> llm<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u5b58\u7f13\u5b58<\/span><br \/>\n    cache<span class=\"token punctuation\">[<\/span>question<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> result<\/p>\n<p>    <span class=\"token keyword\">return<\/span> result<\/p>\n<h4>\u8fdb\u9636\u7248<\/h4>\n<ul>\n<li>\u7528\u5411\u91cf\u6570\u636e\u5e93\u505a\u8bed\u4e49\u7f13\u5b58<\/li>\n<li>\u610f\u601d\u76f8\u8fd1\u7684\u95ee\u9898&#xff0c;\u76f4\u63a5\u7528\u7f13\u5b58\u7684\u7b54\u6848<\/li>\n<li>\u547d\u4e2d\u7387\u80fd\u5230 30-50%<\/li>\n<\/ul>\n<p>\u8fd9\u90e8\u5206\u6210\u672c\u76f4\u63a5\u7701\u6389\u4e00\u534a\u3002<\/p>\n<hr \/>\n<p>\u7ed3\u679c\u7f13\u5b58\u7684\u5224\u65ad\u6d41\u7a0b\u5982\u4e0b&#xff1a;<\/p>\n<p>#mermaid-svg-WBnkFwcymnJUq963{font-family:\\&#8221;trebuchet ms\\&#8221;,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-WBnkFwcymnJUq963 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-WBnkFwcymnJUq963 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-WBnkFwcymnJUq963 .error-icon{fill:#552222;}#mermaid-svg-WBnkFwcymnJUq963 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-WBnkFwcymnJUq963 .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-WBnkFwcymnJUq963 .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-WBnkFwcymnJUq963 .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-WBnkFwcymnJUq963 .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-WBnkFwcymnJUq963 .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-WBnkFwcymnJUq963 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-WBnkFwcymnJUq963 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-WBnkFwcymnJUq963 .marker.cross{stroke:#333333;}#mermaid-svg-WBnkFwcymnJUq963 svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-WBnkFwcymnJUq963 p{margin:0;}#mermaid-svg-WBnkFwcymnJUq963 .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-WBnkFwcymnJUq963 .cluster-label text{fill:#333;}#mermaid-svg-WBnkFwcymnJUq963 .cluster-label span{color:#333;}#mermaid-svg-WBnkFwcymnJUq963 .cluster-label span p{background-color:transparent;}#mermaid-svg-WBnkFwcymnJUq963 .label text,#mermaid-svg-WBnkFwcymnJUq963 span{fill:#333;color:#333;}#mermaid-svg-WBnkFwcymnJUq963 .node rect,#mermaid-svg-WBnkFwcymnJUq963 .node circle,#mermaid-svg-WBnkFwcymnJUq963 .node ellipse,#mermaid-svg-WBnkFwcymnJUq963 .node polygon,#mermaid-svg-WBnkFwcymnJUq963 .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-WBnkFwcymnJUq963 .rough-node .label text,#mermaid-svg-WBnkFwcymnJUq963 .node .label text,#mermaid-svg-WBnkFwcymnJUq963 .image-shape .label,#mermaid-svg-WBnkFwcymnJUq963 .icon-shape .label{text-anchor:middle;}#mermaid-svg-WBnkFwcymnJUq963 .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-WBnkFwcymnJUq963 .rough-node .label,#mermaid-svg-WBnkFwcymnJUq963 .node .label,#mermaid-svg-WBnkFwcymnJUq963 .image-shape .label,#mermaid-svg-WBnkFwcymnJUq963 .icon-shape .label{text-align:center;}#mermaid-svg-WBnkFwcymnJUq963 .node.clickable{cursor:pointer;}#mermaid-svg-WBnkFwcymnJUq963 .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-WBnkFwcymnJUq963 .arrowheadPath{fill:#333333;}#mermaid-svg-WBnkFwcymnJUq963 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-WBnkFwcymnJUq963 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-WBnkFwcymnJUq963 .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-WBnkFwcymnJUq963 .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-WBnkFwcymnJUq963 .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-WBnkFwcymnJUq963 .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-WBnkFwcymnJUq963 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-WBnkFwcymnJUq963 .cluster text{fill:#333;}#mermaid-svg-WBnkFwcymnJUq963 .cluster span{color:#333;}#mermaid-svg-WBnkFwcymnJUq963 div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,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-WBnkFwcymnJUq963 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-WBnkFwcymnJUq963 rect.text{fill:none;stroke-width:0;}#mermaid-svg-WBnkFwcymnJUq963 .icon-shape,#mermaid-svg-WBnkFwcymnJUq963 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-WBnkFwcymnJUq963 .icon-shape p,#mermaid-svg-WBnkFwcymnJUq963 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-WBnkFwcymnJUq963 .icon-shape .label rect,#mermaid-svg-WBnkFwcymnJUq963 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-WBnkFwcymnJUq963 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-WBnkFwcymnJUq963 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-WBnkFwcymnJUq963 :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u6709<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u6ca1\u6709<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7528\u6237\u63d0\u95ee<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7f13\u5b58\u4e2d\u6709\u7b54\u6848\u5417&#xff1f;<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u76f4\u63a5\u8fd4\u56de\u7f13\u5b58\u7ed3\u679c<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u8c03\u7528\u5927\u6a21\u578b<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5c06\u7ed3\u679c\u5b58\u5165\u7f13\u5b58<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u8fd4\u56de\u7ed3\u679c<\/p>\n<p><\/span><\/p>\n<h3>\u4e94\u3001\u4f18\u5316\u601d\u8def4&#xff1a;\u6d41\u5f0f\u8f93\u51fa&#043;\u63d0\u524d\u7ed3\u675f<\/h3>\n<p>\u5927\u6a21\u578b\u8f93\u51fa\u662f\u4e00\u4e2atoken\u4e00\u4e2atoken\u751f\u6210\u7684\u3002<br \/>\n\u5982\u679c\u7528\u6237\u770b\u5230\u524d\u51e0\u4e2atoken\u5c31\u77e5\u9053\u7b54\u6848\u4e86&#xff0c;\u540e\u9762\u7684token\u5c31\u6ca1\u5fc5\u8981\u7ee7\u7eed\u751f\u6210\u4e86\u3002<\/p>\n<h4>\u600e\u4e48\u505a<\/h4>\n<ul>\n<li>\u6d41\u5f0f\u8f93\u51fa<\/li>\n<li>\u68c0\u6d4b\u5230\u8f93\u51fa\u5df2\u7ecf\u5b8c\u6574\u4e86&#xff0c;\u5c31\u505c\u6b62\u751f\u6210<\/li>\n<li>\u4e0d\u7528\u975e\u5f97\u751f\u5230\u6700\u5927\u957f\u5ea6<\/li>\n<\/ul>\n<p>\u7279\u522b\u662f\u505a\u5ba2\u670d\u573a\u666f&#xff0c;\u5f88\u591a\u95ee\u9898\u7b54\u6848\u5f88\u77ed&#xff0c;\u4e0d\u7528\u751f\u4e00\u5927\u5806\u5e9f\u8bdd\u3002<\/p>\n<hr \/>\n<h3>\u516d\u3001\u4f18\u5316\u601d\u8def5&#xff1a;\u7528\u5f00\u6e90\u6a21\u578b\u81ea\u90e8\u7f72<\/h3>\n<p>\u5982\u679c\u4f60\u7684\u8bf7\u6c42\u91cf\u5f88\u5927&#xff08;\u6bcf\u5929\u51e0\u5341\u4e07\u6b21&#xff09;&#xff0c;\u7528 API \u5c31\u4e0d\u5212\u7b97\u4e86\u3002<\/p>\n<p>\u8fd9\u65f6\u5019\u53ef\u4ee5\u8003\u8651\u81ea\u90e8\u7f72\u5f00\u6e90\u6a21\u578b&#xff1a;<\/p>\n<ul>\n<li>Qwen 72B<\/li>\n<li>Llama 3 70B<\/li>\n<li>DeepSeek V3<\/li>\n<\/ul>\n<h4>\u6210\u672c\u5bf9\u6bd4<\/h4>\n<table>\n<tr>\u65b9\u6848\u6708\u6210\u672c\u9002\u5408\u89c4\u6a21<\/tr>\n<tbody>\n<tr>\n<td>\u8c03 API<\/td>\n<td>1-10 \u4e07&#043;<\/td>\n<td>\u5c0f\u6d41\u91cf\u9a8c\u8bc1<\/td>\n<\/tr>\n<tr>\n<td>\u81ea\u90e8\u7f72<\/td>\n<td>\u56fa\u5b9a\u51e0\u4e07&#xff08;GPU \u670d\u52a1\u5668&#xff09;<\/td>\n<td>\u5927\u6d41\u91cf\u7a33\u5b9a\u8fd0\u884c<\/td>\n<\/tr>\n<tr>\n<td>\u6df7\u5408\u65b9\u6848&#xff08;API&#043;\u81ea\u90e8\u7f72&#xff09;<\/td>\n<td>\u81ea\u90e8\u7f72\u56fa\u5b9a\u6210\u672c &#043; API \u6309\u91cf\u6210\u672c<\/td>\n<td>\u6d41\u91cf\u6ce2\u52a8\u5927\u3001\u4ece\u9a8c\u8bc1\u671f\u5411\u7a33\u5b9a\u671f\u8fc7\u6e21<\/td>\n<\/tr>\n<tr>\n<td>\u5f53\u6bcf\u5929\u8bf7\u6c42\u91cf\u8d85\u8fc7 10 \u4e07\u6b21&#xff0c;\u81ea\u90e8\u7f72\u5c31\u6bd4\u8c03 API \u5212\u7b97\u4e86\u3002<\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>\u6df7\u5408\u65b9\u6848&#xff1a;\u4ec0\u4e48\u65f6\u5019\u7528\u3001\u600e\u4e48\u7b97\u6210\u672c<\/h4>\n<p>\u5982\u679c\u6d41\u91cf\u6ce2\u52a8\u5f88\u5927&#xff08;\u6bd4\u5982\u767d\u5929\u9ad8\u5cf0\u3001\u591c\u95f4\u4f4e\u8c37&#xff0c;\u6216\u5927\u4fc3\u671f\u95f4\u66b4\u6da8&#xff09;&#xff0c;\u76f4\u63a5\u5168\u91cf\u81ea\u90e8\u7f72\u53ef\u80fd\u6d6a\u8d39 GPU \u8d44\u6e90&#xff0c;\u5168\u91cf\u8c03 API \u53c8\u592a\u8d35\u3002\u8fd9\u65f6\u5019\u53ef\u4ee5\u8d70\u6df7\u5408\u65b9\u6848&#xff1a;\u628a\u7a33\u5b9a\u7684\u57fa\u7840\u6d41\u91cf\u4ea4\u7ed9\u81ea\u90e8\u7f72\u6a21\u578b\u625b&#xff0c;\u628a\u7a81\u53d1\u7684\u5cf0\u503c\u6d41\u91cf\u8d70 API \u515c\u5e95\u3002<\/p>\n<p>\u9002\u5408\u7684\u6d41\u91cf\u89c4\u6a21&#xff1a; \u65e5\u5747\u8bf7\u6c42\u91cf\u5728 5 \u4e07-20 \u4e07\u4e4b\u95f4\u3001\u4e14\u5b58\u5728\u660e\u663e\u6ce2\u5cf0\u6ce2\u8c37\u7684\u573a\u666f\u3002\u4f4e\u4e8e 5 \u4e07\u76f4\u63a5\u8c03 API \u66f4\u7701\u5fc3&#xff0c;\u9ad8\u4e8e 20 \u4e07\u4e14\u6d41\u91cf\u7a33\u5b9a\u5219\u5efa\u8bae\u5168\u91cf\u81ea\u90e8\u7f72\u3002<\/p>\n<p>\u6210\u672c\u4f30\u7b97\u903b\u8f91&#xff1a;<\/p>\n<ul>\n<li>\u81ea\u90e8\u7f72\u90e8\u5206&#xff1a;\u6309\u5cf0\u503c\u9884\u7559 70% \u7684 GPU \u5bb9\u91cf&#xff0c;\u6708\u6210\u672c &#061; GPU \u670d\u52a1\u5668\u56fa\u5b9a\u8d39\u7528&#xff08;\u5982 3 \u4e07\/\u6708&#xff09;\u3002<\/li>\n<li>API \u90e8\u5206&#xff1a;\u5269\u4f59 30% \u7684\u7a81\u53d1\u6d41\u91cf\u6309 API \u5355\u4ef7\u8ba1\u8d39&#xff0c;\u6708\u6210\u672c &#061; \u7a81\u53d1 token \u91cf \u00d7 \u5355\u4ef7\u3002<\/li>\n<li>\u603b\u6210\u672c &#061; \u81ea\u90e8\u7f72\u56fa\u5b9a\u6210\u672c &#043; API \u6309\u91cf\u6210\u672c\u3002<\/li>\n<\/ul>\n<h3>\u4e3e\u4e2a\u4f8b\u5b50&#xff1a;\u67d0\u5e94\u7528\u65e5\u5747 10 \u4e07\u8bf7\u6c42&#xff0c;\u5176\u4e2d 7 \u4e07\u8d70\u81ea\u90e8\u7f72&#xff08;\u6708\u56fa\u5b9a 3 \u4e07&#xff09;&#xff0c;3 \u4e07\u8d70 API&#xff08;\u6309 $0.03\/1K tokens \u7b97&#xff0c;\u7ea6 1.5 \u4e07&#xff09;&#xff0c;\u6df7\u5408\u65b9\u6848\u6708\u6210\u672c\u7ea6 4.5 \u4e07&#xff0c;\u6bd4\u5168 API \u7684 6-8 \u4e07\u7701\u4e0d\u5c11&#xff0c;\u53c8\u6bd4\u5168\u81ea\u90e8\u7f72\u66f4\u6297\u6d41\u91cf\u6ce2\u52a8\u3002<\/h3>\n<h3>\u4e03\u3001\u4f18\u5316\u601d\u8def6&#xff1a;\u6279\u91cf\u5904\u7406<\/h3>\n<p>\u5982\u679c\u6709\u5f88\u591a\u79bb\u7ebf\u4efb\u52a1\u8981\u5904\u7406&#xff08;\u6bd4\u5982\u6279\u91cf\u603b\u7ed3\u6587\u7ae0\u3001\u6279\u91cf\u751f\u6210\u6587\u6848&#xff09;&#xff0c;\u4e0d\u8981\u4e00\u4e2a\u4e2a\u8c03\u3002<\/p>\n<p>\u7528\u6279\u91cfAPI&#xff1a;<\/p>\n<ul>\n<li>\u4e00\u6b21\u63d0\u4ea41000\u4e2a\u8bf7\u6c42<\/li>\n<li>\u4ef7\u683c\u62535\u6298<\/li>\n<li>\u5f02\u6b65\u5904\u7406&#xff0c;\u4e0d\u7740\u6025\u7684\u4efb\u52a1\u6162\u6162\u8dd1<\/li>\n<\/ul>\n<p>\u5f88\u591aAPI\u5382\u5546\u7684\u6279\u91cf\u4efb\u52a1\u90fd\u6709\u6298\u6263&#xff0c;\u80fd\u7701\u4e0d\u5c11\u94b1\u3002<\/p>\n<hr \/>\n<h3>\u516b\u3001\u6210\u672c\u76d1\u63a7\u548c\u544a\u8b66<\/h3>\n<p>\u4f18\u5316\u4e0d\u662f\u4e00\u6b21\u6027\u7684\u4e8b&#xff0c;\u8981\u6301\u7eed\u76d1\u63a7&#xff1a;<\/p>\n<li>\u6bcf\u5929\u770b\u6210\u672c&#xff1a; \u4eca\u5929\u82b1\u4e86\u591a\u5c11\u94b1&#xff1f;\u54ea\u4e2a\u529f\u80fd\u82b1\u5f97\u6700\u591a&#xff1f;<\/li>\n<li>\u5206\u7528\u6237\/\u5206\u529f\u80fd\u7edf\u8ba1&#xff1a; \u54ea\u4e2a\u7528\u6237\u3001\u54ea\u4e2a\u529f\u80fd\u6700\u8d39 token&#xff1f;<\/li>\n<li>\u5f02\u5e38\u544a\u8b66&#xff1a; \u7a81\u7136\u6210\u672c\u66b4\u6da8\u4e86&#xff0c;\u8d76\u7d27\u770b\u770b\u662f\u4e0d\u662f\u51fa bug \u4e86<\/li>\n<p>\u5f88\u591a\u65f6\u5019\u6210\u672c\u66b4\u6da8\u662f\u56e0\u4e3a&#xff1a;<\/p>\n<ul>\n<li>\u6b7b\u5faa\u73af\u4e86<\/li>\n<li>Prompt \u5199\u9519\u4e86<\/li>\n<li>\u7528\u6237\u5237\u63a5\u53e3\u4e86<\/li>\n<\/ul>\n<p>\u6709\u76d1\u63a7\u624d\u80fd\u53ca\u65f6\u53d1\u73b0\u95ee\u9898\u3002<\/p>\n<hr \/>\n<p>\u4e0b\u9762\u662f\u4e00\u4e2a\u7b80\u5355\u7684 Python \u793a\u4f8b&#xff0c;\u7528\u65e5\u5fd7\u8bb0\u5f55\u6bcf\u6b21\u8c03\u7528\u7684 token \u6d88\u8017&#xff0c;\u518d\u6309\u5929\u805a\u5408\u7edf\u8ba1&#xff0c;\u8d85\u8fc7\u9608\u503c\u5c31\u89e6\u53d1\u544a\u8b66&#xff1a;<\/p>\n<p><span class=\"token keyword\">import<\/span> time<br \/>\n<span class=\"token keyword\">from<\/span> collections <span class=\"token keyword\">import<\/span> defaultdict<br \/>\n<span class=\"token keyword\">from<\/span> datetime <span class=\"token keyword\">import<\/span> date<\/p>\n<p><span class=\"token comment\"># \u6a21\u62df&#xff1a;\u8bb0\u5f55\u6bcf\u6b21\u8c03\u7528\u7684 token \u6d88\u8017<\/span><br \/>\ndaily_tokens <span class=\"token operator\">&#061;<\/span> defaultdict<span class=\"token punctuation\">(<\/span><span class=\"token builtin\">int<\/span><span class=\"token punctuation\">)<\/span><br \/>\nCOST_PER_1K <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.03<\/span>  <span class=\"token comment\"># \u6bcf 1K token \u7684\u6210\u672c&#xff08;\u7f8e\u5143&#xff09;<\/span><br \/>\nDAILY_BUDGET <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">50<\/span>   <span class=\"token comment\"># \u6bcf\u65e5\u6210\u672c\u9608\u503c&#xff08;\u7f8e\u5143&#xff09;<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">log_usage<\/span><span class=\"token punctuation\">(<\/span>prompt_tokens<span class=\"token punctuation\">,<\/span> completion_tokens<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6bcf\u6b21\u8c03\u7528\u5927\u6a21\u578b\u540e&#xff0c;\u8bb0\u5f55 token \u6d88\u8017&#034;&#034;&#034;<\/span><br \/>\n    today <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>date<span class=\"token punctuation\">.<\/span>today<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    daily_tokens<span class=\"token punctuation\">[<\/span>today<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#043;&#061;<\/span> prompt_tokens <span class=\"token operator\">&#043;<\/span> completion_tokens<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">check_daily_cost<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6bcf\u5929\u7ed3\u675f\u65f6\u68c0\u67e5\u6210\u672c&#xff0c;\u8d85\u8fc7\u9608\u503c\u5c31\u544a\u8b66&#034;&#034;&#034;<\/span><br \/>\n    today <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>date<span class=\"token punctuation\">.<\/span>today<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    total_tokens <span class=\"token operator\">&#061;<\/span> daily_tokens<span class=\"token punctuation\">[<\/span>today<span class=\"token punctuation\">]<\/span><br \/>\n    cost <span class=\"token operator\">&#061;<\/span> total_tokens <span class=\"token operator\">\/<\/span> <span class=\"token number\">1000<\/span> <span class=\"token operator\">*<\/span> COST_PER_1K<\/p>\n<p>    <span class=\"token keyword\">if<\/span> cost <span class=\"token operator\">&gt;<\/span> DAILY_BUDGET<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u5b9e\u9645\u9879\u76ee\u4e2d\u8fd9\u91cc\u53ef\u4ee5\u63a5\u5165\u9489\u9489\/\u4f01\u4e1a\u5fae\u4fe1\/\u90ae\u4ef6\u7b49\u544a\u8b66<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[ALERT] \u4eca\u65e5\u6210\u672c $<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>cost<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5df2\u8d85\u8fc7\u9608\u503c $<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>DAILY_BUDGET<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#xff0c;\u8bf7\u68c0\u67e5&#xff01;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[INFO] \u4eca\u65e5\u6210\u672c $<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>cost<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#xff0c;\u5728\u9884\u7b97\u8303\u56f4\u5185\u3002&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u6a21\u62df\u51e0\u6b21\u8c03\u7528<\/span><br \/>\nlog_usage<span class=\"token punctuation\">(<\/span><span class=\"token number\">1500<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">500<\/span><span class=\"token punctuation\">)<\/span>   <span class=\"token comment\"># \u67d0\u6b21\u8bf7\u6c42\u6d88\u8017 2000 token<\/span><br \/>\nlog_usage<span class=\"token punctuation\">(<\/span><span class=\"token number\">3000<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1000<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u67d0\u6b21\u8bf7\u6c42\u6d88\u8017 4000 token<\/span><br \/>\ncheck_daily_cost<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u5982\u679c\u60f3\u7528 Prometheus &#043; Grafana \u505a\u53ef\u89c6\u5316\u76d1\u63a7&#xff0c;\u601d\u8def\u4e5f\u7c7b\u4f3c&#xff1a;\u628a\u6bcf\u6b21\u8c03\u7528\u7684 token \u6570\u4f5c\u4e3a\u6307\u6807\u66b4\u9732\u7ed9 Prometheus&#xff08;\u6bd4\u5982\u7528 prometheus_client \u7684 Counter&#xff09;&#xff0c;Grafana \u91cc\u6309\u5929\u805a\u5408\u5c55\u793a&#xff0c;\u518d\u914d\u4e00\u4e2a Alert \u89c4\u5219&#xff0c;\u5f53 cost &gt; \u9608\u503c \u65f6\u81ea\u52a8\u544a\u8b66\u3002\u6838\u5fc3\u903b\u8f91\u90fd\u662f\u300c\u5148\u8bb0\u5f55&#xff0c;\u518d\u805a\u5408&#xff0c;\u8d85\u9608\u503c\u5c31\u62a5\u8b66\u300d\u3002<\/p>\n<h4>\u5e38\u89c1\u6210\u672c\u5f02\u5e38\u7684\u6392\u67e5\u6b65\u9aa4<\/h4>\n<p>\u6210\u672c\u66b4\u6da8\u65f6\u522b\u614c&#xff0c;\u6309\u4e0b\u9762\u7684\u6e05\u5355\u4e00\u6b65\u6b65\u6392\u67e5&#xff1a;<\/p>\n<li>\u5148\u770b\u8bf7\u6c42\u91cf&#xff1a; \u662f\u4e0d\u662f\u67d0\u4e2a\u63a5\u53e3\u7684\u8c03\u7528\u91cf\u7a81\u7136\u98d9\u5347&#xff1f;\u5148\u770b QPS \u548c\u603b\u8bf7\u6c42\u6570\u6709\u6ca1\u6709\u5f02\u5e38\u3002<\/li>\n<li>\u518d\u770b\u5355\u6b21 token \u6d88\u8017&#xff1a; \u8bf7\u6c42\u91cf\u6ca1\u53d8\u4f46\u6210\u672c\u6da8\u4e86&#xff0c;\u8bf4\u660e\u5355\u6b21\u8bf7\u6c42\u7684 token \u53d8\u591a\u4e86&#xff0c;\u91cd\u70b9\u770b Prompt \u662f\u4e0d\u662f\u88ab\u5199\u574f\u4e86\u3002<\/li>\n<li>\u770b\u9519\u8bef\u7387\u548c\u91cd\u8bd5\u6b21\u6570&#xff1a; \u5982\u679c\u5927\u91cf\u8bf7\u6c42\u8d85\u65f6\u6216\u62a5\u9519&#xff0c;\u5f88\u53ef\u80fd\u662f\u6b7b\u5faa\u73af\u6216\u91cd\u8bd5\u903b\u8f91\u51fa\u4e86\u95ee\u9898&#xff0c;\u5bfc\u81f4\u53cd\u590d\u8c03\u7528\u5927\u6a21\u578b\u3002<\/li>\n<li>\u770b\u662f\u4e0d\u662f\u6709\u7528\u6237\u5237\u63a5\u53e3&#xff1a; \u6309\u7528\u6237\u7ef4\u5ea6\u7edf\u8ba1\u8c03\u7528\u9891\u7387&#xff0c;\u627e\u51fa\u5f02\u5e38\u9ad8\u9891\u7684\u8c03\u7528\u65b9\u3002<\/li>\n<li>\u5b9a\u4f4d\u5230\u5177\u4f53\u529f\u80fd&#xff1a; \u6309\u529f\u80fd\u6a21\u5757\u62c6\u5206\u6210\u672c&#xff0c;\u770b\u662f\u54ea\u4e2a\u529f\u80fd\u6700\u8d39 token&#xff0c;\u7f29\u5c0f\u6392\u67e5\u8303\u56f4\u3002<\/li>\n<h4>\u76d1\u63a7\u6307\u6807\u5efa\u8bae<\/h4>\n<table>\n<tr>\u6307\u6807\u8bf4\u660e\u5efa\u8bae\u9608\u503c<\/tr>\n<tbody>\n<tr>\n<td>\u8bf7\u6c42\u91cf&#xff08;QPS&#xff09;<\/td>\n<td>\u6bcf\u79d2\u8c03\u7528\u6b21\u6570<\/td>\n<td>\u8d85\u8fc7\u5e73\u65f6\u5747\u503c 3 \u500d\u89e6\u53d1\u544a\u8b66<\/td>\n<\/tr>\n<tr>\n<td>\u5355\u6b21\u8bf7\u6c42 token \u6570<\/td>\n<td>\u5e73\u5747\u6bcf\u6b21\u6d88\u8017\u7684 token<\/td>\n<td>\u8d85\u8fc7\u5e73\u65f6\u5747\u503c 2 \u500d\u89e6\u53d1\u544a\u8b66<\/td>\n<\/tr>\n<tr>\n<td>\u6bcf\u65e5 token \u6d88\u8017\u603b\u91cf<\/td>\n<td>\u5f53\u5929\u7d2f\u8ba1\u6d88\u8017<\/td>\n<td>\u8d85\u8fc7\u9884\u7b97\u7684 80% \u89e6\u53d1\u9884\u8b66&#xff0c;100% \u89e6\u53d1\u544a\u8b66<\/td>\n<\/tr>\n<tr>\n<td>\u9519\u8bef\u7387<\/td>\n<td>\u8c03\u7528\u5931\u8d25\u7684\u5360\u6bd4<\/td>\n<td>\u8d85\u8fc7 5% \u89e6\u53d1\u544a\u8b66<\/td>\n<\/tr>\n<tr>\n<td>\u91cd\u8bd5\u6b21\u6570<\/td>\n<td>\u5355\u6b21\u8bf7\u6c42\u7684\u91cd\u8bd5\u6b21\u6570<\/td>\n<td>\u8d85\u8fc7 3 \u6b21\u89e6\u53d1\u544a\u8b66<\/td>\n<\/tr>\n<tr>\n<td>\u5355\u7528\u6237\u8c03\u7528\u9891\u7387<\/td>\n<td>\u5355\u4e2a\u7528\u6237\u7684 QPS<\/td>\n<td>\u8d85\u8fc7 10 \u6b21\/\u79d2\u89e6\u53d1\u544a\u8b66<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6838\u5fc3\u601d\u8def&#xff1a;\u5148\u770b\u8bf7\u6c42\u91cf\u6709\u6ca1\u6709\u53d8&#xff0c;\u518d\u770b\u5355\u6b21 token \u6709\u6ca1\u6709\u53d8&#xff0c;\u6700\u540e\u6309\u7528\u6237\u548c\u529f\u80fd\u5b9a\u4f4d\u5230\u5177\u4f53\u95ee\u9898\u3002 \u628a\u8fd9\u51e0\u7c7b\u6307\u6807\u914d\u4e0a\u9608\u503c&#xff0c;\u6210\u672c\u5f02\u5e38\u57fa\u672c\u90fd\u80fd\u7b2c\u4e00\u65f6\u95f4\u53d1\u73b0\u3002<\/p>\n<p>\u6210\u672c\u76d1\u63a7\u4e0e\u544a\u8b66\u7684\u5b8c\u6574\u6d41\u7a0b\u53ef\u4ee5\u8fd9\u6837\u8bbe\u8ba1&#xff1a;<\/p>\n<p>#mermaid-svg-HdaXEwPoqLDRioM6{font-family:\\&#8221;trebuchet ms\\&#8221;,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-HdaXEwPoqLDRioM6 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-HdaXEwPoqLDRioM6 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-HdaXEwPoqLDRioM6 .error-icon{fill:#552222;}#mermaid-svg-HdaXEwPoqLDRioM6 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-HdaXEwPoqLDRioM6 .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-HdaXEwPoqLDRioM6 .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-HdaXEwPoqLDRioM6 .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-HdaXEwPoqLDRioM6 .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-HdaXEwPoqLDRioM6 .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-HdaXEwPoqLDRioM6 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-HdaXEwPoqLDRioM6 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-HdaXEwPoqLDRioM6 .marker.cross{stroke:#333333;}#mermaid-svg-HdaXEwPoqLDRioM6 svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-HdaXEwPoqLDRioM6 p{margin:0;}#mermaid-svg-HdaXEwPoqLDRioM6 .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-HdaXEwPoqLDRioM6 .cluster-label text{fill:#333;}#mermaid-svg-HdaXEwPoqLDRioM6 .cluster-label span{color:#333;}#mermaid-svg-HdaXEwPoqLDRioM6 .cluster-label span p{background-color:transparent;}#mermaid-svg-HdaXEwPoqLDRioM6 .label text,#mermaid-svg-HdaXEwPoqLDRioM6 span{fill:#333;color:#333;}#mermaid-svg-HdaXEwPoqLDRioM6 .node rect,#mermaid-svg-HdaXEwPoqLDRioM6 .node circle,#mermaid-svg-HdaXEwPoqLDRioM6 .node ellipse,#mermaid-svg-HdaXEwPoqLDRioM6 .node polygon,#mermaid-svg-HdaXEwPoqLDRioM6 .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-HdaXEwPoqLDRioM6 .rough-node .label text,#mermaid-svg-HdaXEwPoqLDRioM6 .node .label text,#mermaid-svg-HdaXEwPoqLDRioM6 .image-shape .label,#mermaid-svg-HdaXEwPoqLDRioM6 .icon-shape .label{text-anchor:middle;}#mermaid-svg-HdaXEwPoqLDRioM6 .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-HdaXEwPoqLDRioM6 .rough-node .label,#mermaid-svg-HdaXEwPoqLDRioM6 .node .label,#mermaid-svg-HdaXEwPoqLDRioM6 .image-shape .label,#mermaid-svg-HdaXEwPoqLDRioM6 .icon-shape .label{text-align:center;}#mermaid-svg-HdaXEwPoqLDRioM6 .node.clickable{cursor:pointer;}#mermaid-svg-HdaXEwPoqLDRioM6 .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-HdaXEwPoqLDRioM6 .arrowheadPath{fill:#333333;}#mermaid-svg-HdaXEwPoqLDRioM6 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-HdaXEwPoqLDRioM6 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-HdaXEwPoqLDRioM6 .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-HdaXEwPoqLDRioM6 .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-HdaXEwPoqLDRioM6 .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-HdaXEwPoqLDRioM6 .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-HdaXEwPoqLDRioM6 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-HdaXEwPoqLDRioM6 .cluster text{fill:#333;}#mermaid-svg-HdaXEwPoqLDRioM6 .cluster span{color:#333;}#mermaid-svg-HdaXEwPoqLDRioM6 div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,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-HdaXEwPoqLDRioM6 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-HdaXEwPoqLDRioM6 rect.text{fill:none;stroke-width:0;}#mermaid-svg-HdaXEwPoqLDRioM6 .icon-shape,#mermaid-svg-HdaXEwPoqLDRioM6 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-HdaXEwPoqLDRioM6 .icon-shape p,#mermaid-svg-HdaXEwPoqLDRioM6 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-HdaXEwPoqLDRioM6 .icon-shape .label rect,#mermaid-svg-HdaXEwPoqLDRioM6 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-HdaXEwPoqLDRioM6 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-HdaXEwPoqLDRioM6 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-HdaXEwPoqLDRioM6 :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6bcf\u6b21\u8c03\u7528\u5927\u6a21\u578b<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u8bb0\u5f55 token \u6d88\u8017<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6309\u5929\/\u6309\u7528\u6237\/\u6309\u529f\u80fd\u805a\u5408<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6210\u672c\u662f\u5426\u8d85\u8fc7\u9608\u503c&#xff1f;<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u89e6\u53d1\u544a\u8b66<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7ee7\u7eed\u76d1\u63a7<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6392\u67e5\u5f02\u5e38\u539f\u56e0<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5b9a\u4f4d\u95ee\u9898\u5e76\u4fee\u590d<\/p>\n<p><\/span><\/p>\n<h3>\u4e5d\u3001\u603b\u7ed3\u4e00\u4e0b<\/h3>\n<p>LLM\u6210\u672c\u4f18\u5316\u7684\u51e0\u4e2a\u6838\u5fc3\u65b9\u5411&#xff1a;<\/p>\n<table>\n<tr>\u4f18\u5316\u65b9\u5411\u80fd\u7701\u591a\u5c11\u96be\u5ea6<\/tr>\n<tbody>\n<tr>\n<td>\u6a21\u578b\u5206\u5c42\u8c03\u7528<\/td>\n<td>70-80%<\/td>\n<td>\u4e2d<\/td>\n<\/tr>\n<tr>\n<td>\u7ed3\u679c\u7f13\u5b58<\/td>\n<td>30-50%<\/td>\n<td>\u4f4e<\/td>\n<\/tr>\n<tr>\n<td>Prompt\u538b\u7f29<\/td>\n<td>20-30%<\/td>\n<td>\u4f4e<\/td>\n<\/tr>\n<tr>\n<td>\u81ea\u90e8\u7f72\u5f00\u6e90\u6a21\u578b<\/td>\n<td>50%&#043;&#xff08;\u5927\u6d41\u91cf\u65f6&#xff09;<\/td>\n<td>\u9ad8<\/td>\n<\/tr>\n<tr>\n<td>\u6279\u91cf\u5904\u7406<\/td>\n<td>30-50%<\/td>\n<td>\u4f4e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6700\u5212\u7b97\u7684\u7ec4\u5408&#xff1a;\u6a21\u578b\u5206\u5c42 &#043; \u7ed3\u679c\u7f13\u5b58 &#043; Prompt\u538b\u7f29<\/p>\n<p>\u4e0d\u7528\u52a8\u67b6\u6784&#xff0c;\u6539\u6539\u4ee3\u7801\u5c31\u80fd\u7701\u4e00\u534a\u4ee5\u4e0a\u7684\u6210\u672c\u3002<\/p>\n<p>\u5148\u628a\u8fd9\u51e0\u4e2a\u7b80\u5355\u7684\u505a\u4e86&#xff0c;\u518d\u8003\u8651\u8981\u4e0d\u8981\u81ea\u90e8\u7f72\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u505a\u8fc7 LLM \u5e94\u7528\u5f00\u53d1\u7684\u540c\u5b66\u90fd\u77e5\u9053&#xff0c;token \u6210\u672c\u662f\u4e2a\u5927\u5934\u3002\u7528\u6237\u91cf\u4e0a\u6765\u4e4b\u540e&#xff0c;\u6bcf\u4e2a\u6708\u5149API\u8d26\u5355\u5c31\u8981\u597d\u51e0\u4e07\u3002\u8fd9\u7bc7\u6587\u7ae0\u804a\u804a\u600e\u4e48\u628a LLM \u5e94\u7528\u7684\u6210\u672c\u964d\u4e0b\u6765&#xff0c;\u90fd\u662f\u5b9e\u9645\u9879\u76ee\u91cc\u8e29\u5751\u8e29\u51fa\u6765\u7684\u7ecf\u9a8c\u3002\u4e00\u3001\u5148\u770b\u770b\u94b1\u90fd\u82b1\u5728\u54ea\u4e86<br \/>\n\u5148\u7b97\u4e00\u7b14\u8d26&#xff1a;\u5047\u8bbe\u4f60\u7684\u5e94\u7528\u6bcf\u5929\u6709 1 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