{"id":93514,"date":"2026-08-12T18:16:47","date_gmt":"2026-08-12T10:16:47","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/93514.html"},"modified":"2026-08-12T18:16:47","modified_gmt":"2026-08-12T10:16:47","slug":"chatgpt-plus-pro-codex-%e6%8a%80%e6%9c%af%e8%90%bd%e5%9c%b0%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97%ef%bc%882026%e5%b9%b48%e6%9c%8812%e6%97%a5%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/93514.html","title":{"rendered":"ChatGPT Plus \/ Pro + Codex \u6280\u672f\u843d\u5730\u5b9e\u6218\u6307\u5357\uff082026\u5e748\u670812\u65e5\uff09"},"content":{"rendered":"<h3>1. \u5f15\u8a00&#xff1a;\u4ece\u804a\u5929\u5de5\u5177\u5230\u5de5\u7a0b\u57fa\u5ea7<\/h3>\n<p>2026 \u5e74&#xff0c;ChatGPT \u65e9\u5df2\u4e0d\u662f\u7b80\u5355\u7684\u95ee\u7b54\u673a\u5668\u4eba\u3002Plus\u3001Pro \u548c Codex \u7684\u7ec4\u5408\u6b63\u5728\u91cd\u5851\u4f01\u4e1a\u6280\u672f\u6808\u2014\u2014\u4ece\u81ea\u52a8\u5316\u6d4b\u8bd5\u3001\u4ee3\u7801\u5ba1\u67e5\u5230\u667a\u80fd\u8fd0\u7ef4&#xff0c;\u6a21\u578b\u80fd\u529b\u6b63\u88ab\u6df1\u5ea6\u5d4c\u5165\u8f6f\u4ef6\u5f00\u53d1\u751f\u547d\u5468\u671f\u3002\u7136\u800c&#xff0c;\u8bb8\u591a\u56e2\u961f\u4ecd\u505c\u7559\u5728\u201c\u628a ChatGPT \u5f53\u641c\u7d22\u5f15\u64ce\u7528\u201d\u7684\u9636\u6bb5&#xff0c;\u6ca1\u6709\u5145\u5206\u53d1\u6325\u5176\u5de5\u7a0b\u5316\u6f5c\u529b\u3002<\/p>\n<p>\u672c\u6587\u805a\u7126\u5b9e\u9645\u4e1a\u52a1\u843d\u5730&#xff0c;\u4e0d\u662f\u6cdb\u6cdb\u800c\u8c08\u7684\u63d0\u793a\u8bcd\u6280\u5de7&#xff0c;\u800c\u662f\u5c06 ChatGPT Plus\/Pro \u7684\u9ad8\u7ea7\u63a8\u7406\u80fd\u529b\u4e0e Codex \u7684\u4ee3\u7801\u7406\u89e3\u80fd\u529b\u7ed3\u5408&#xff0c;\u6784\u5efa\u53ef\u590d\u7528\u7684\u5de5\u7a0b\u5316\u5de5\u4f5c\u6d41\u3002\u4f60\u5c06\u770b\u5230&#xff1a;<\/p>\n<ul>\n<li>\u5982\u4f55\u901a\u8fc7 Plus\/Pro \u7684\u6df1\u5ea6\u601d\u8003\u6a21\u5f0f\u751f\u6210\u9ad8\u8d28\u91cf\u67b6\u6784\u8bbe\u8ba1\u6587\u6863&#xff1b;<\/li>\n<li>\u5982\u4f55\u5229\u7528 Codex \u7f16\u5199\u81ea\u9002\u5e94\u7684\u81ea\u52a8\u5316\u811a\u672c&#xff0c;\u5904\u7406\u590d\u6742\u7684\u4e1a\u52a1\u903b\u8f91&#xff1b;<\/li>\n<li>\u5982\u4f55\u5728\u4f01\u4e1a\u7ea7\u9879\u76ee\u4e2d\u96c6\u6210\u8fd9\u4e9b\u80fd\u529b&#xff0c;\u5efa\u7acb\u4ece\u9700\u6c42\u5230\u90e8\u7f72\u7684 AI \u8f85\u52a9\u6d41\u6c34\u7ebf\u3002<\/li>\n<\/ul>\n<p>\u6240\u6709\u793a\u4f8b\u5747\u57fa\u4e8e\u771f\u5b9e\u573a\u666f&#xff0c;\u4ee3\u7801\u53ef\u76f4\u63a5\u8fd0\u884c\u3002\u8ba9\u6211\u4eec\u5f00\u59cb\u3002<\/p>\n<h3>2. \u573a\u666f\u4e00&#xff1a;\u7528 ChatGPT Pro \u751f\u6210\u67b6\u6784\u8bbe\u8ba1\u6587\u6863&#xff08;\u542b Mermaid \u56fe&#xff09;<\/h3>\n<p>\u5728\u5927\u578b\u9879\u76ee\u4e2d&#xff0c;\u67b6\u6784\u8bbe\u8ba1\u6587\u6863\u5f80\u5f80\u8017\u65f6\u4e14\u5bb9\u6613\u8fc7\u65f6\u3002\u5229\u7528 ChatGPT Pro \u7684\u6df1\u5ea6\u63a8\u7406\u80fd\u529b&#xff0c;\u6211\u4eec\u53ef\u4ee5\u5c06\u9700\u6c42\u63cf\u8ff0\u76f4\u63a5\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u7684\u8bbe\u8ba1\u6587\u6863&#xff0c;\u5e76\u81ea\u52a8\u751f\u6210 Mermaid \u67b6\u6784\u56fe\u3002<\/p>\n<h4>2.1 \u9700\u6c42\u8f93\u5165<\/h4>\n<p>\u5047\u8bbe\u6211\u4eec\u9700\u8981\u4e3a\u4e00\u4e2a\u7535\u5546\u7cfb\u7edf\u8bbe\u8ba1\u4e00\u4e2a\u201c\u79d2\u6740\u201d\u6a21\u5757&#xff0c;\u6838\u5fc3\u8981\u6c42&#xff1a;\u9ad8\u5e76\u53d1\u3001\u5e93\u5b58\u6263\u51cf\u5e42\u7b49\u3001\u6d88\u606f\u961f\u5217\u5f02\u6b65\u5904\u7406\u3002\u6211\u4eec\u53ef\u4ee5\u8fd9\u6837\u5411 ChatGPT Pro \u63d0\u95ee&#xff1a;<\/p>\n<p>\u4f60\u662f\u4e00\u4f4d\u8d44\u6df1\u67b6\u6784\u5e08\u3002\u8bf7\u4e3a\u7535\u5546\u79d2\u6740\u7cfb\u7edf\u8bbe\u8ba1\u6280\u672f\u65b9\u6848&#xff0c;\u8981\u6c42&#xff1a;<br \/>\n&#8211; \u4f7f\u7528 Redis \u9884\u6263\u5e93\u5b58&#xff0c;Lua \u811a\u672c\u4fdd\u8bc1\u539f\u5b50\u6027&#xff1b;<br \/>\n&#8211; \u6570\u636e\u5e93\u6700\u7ec8\u4e00\u81f4\u6027\u901a\u8fc7\u6d88\u606f\u961f\u5217\u4fdd\u969c&#xff1b;<br \/>\n&#8211; \u7ed9\u51fa\u5b8c\u6574\u7684 Mermaid \u67b6\u6784\u56fe&#xff0c;\u8282\u70b9\u7528\u4e2d\u6587\u6807\u6ce8\u3002<\/p>\n<h4>2.2 \u6a21\u578b\u8f93\u51fa<\/h4>\n<p>ChatGPT Pro \u7ecf\u8fc7\u6df1\u5ea6\u63a8\u7406\u540e&#xff0c;\u4f1a\u751f\u6210\u4e00\u4efd\u5305\u542b\u4ee5\u4e0b\u5185\u5bb9\u7684\u6587\u6863&#xff08;\u6b64\u5904\u8282\u9009\u5173\u952e\u90e8\u5206&#xff09;&#xff1a;<\/p>\n<p>\u67b6\u6784\u8bbe\u8ba1\u8981\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u524d\u7aef\u5c42&#xff1a;\u52a8\u9759\u5206\u79bb&#xff0c;\u79d2\u6740\u9875\u9762\u9759\u6001\u5316&#xff0c;\u7528\u6237\u8bf7\u6c42\u901a\u8fc7 CDN \u76f4\u8fbe&#xff0c;\u6309\u94ae\u70b9\u51fb\u540e\u53d1\u9001\u5f02\u6b65\u8bf7\u6c42\u3002<\/li>\n<li>\u7f51\u5173\u5c42&#xff1a;Nginx \u9650\u6d41&#xff0c;\u4ee4\u724c\u6876\u7b97\u6cd5\u63a7\u5236\u77ac\u65f6\u6d41\u91cf\u3002<\/li>\n<li>\u4e1a\u52a1\u5c42&#xff1a;Spring Boot \u5fae\u670d\u52a1&#xff0c;\u4f7f\u7528 Redis \u6267\u884c Lua \u811a\u672c\u6263\u51cf\u5e93\u5b58&#xff0c;\u8fd4\u56de\u79d2\u6740\u7ed3\u679c\u3002<\/li>\n<li>\u6d88\u606f\u5c42&#xff1a;RocketMQ \u5f02\u6b65\u5904\u7406\u8ba2\u5355\u521b\u5efa&#xff0c;\u4fdd\u8bc1\u6700\u7ec8\u4e00\u81f4\u6027\u3002<\/li>\n<li>\u6570\u636e\u5c42&#xff1a;MySQL \u6301\u4e45\u5316\u8ba2\u5355&#xff0c;Redis \u7f13\u5b58\u70ed\u70b9\u5e93\u5b58\u3002<\/li>\n<\/ul>\n<p>Mermaid \u67b6\u6784\u56fe&#xff08;\u6a21\u578b\u81ea\u52a8\u751f\u6210&#xff09;&#xff1a;<\/p>\n<p>#mermaid-svg-G1YlhXrAlb9vO1Q7{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-G1YlhXrAlb9vO1Q7 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .error-icon{fill:#552222;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .marker.cross{stroke:#333333;}#mermaid-svg-G1YlhXrAlb9vO1Q7 svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-G1YlhXrAlb9vO1Q7 p{margin:0;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .cluster-label text{fill:#333;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .cluster-label span{color:#333;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .cluster-label span p{background-color:transparent;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .label text,#mermaid-svg-G1YlhXrAlb9vO1Q7 span{fill:#333;color:#333;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .node rect,#mermaid-svg-G1YlhXrAlb9vO1Q7 .node circle,#mermaid-svg-G1YlhXrAlb9vO1Q7 .node ellipse,#mermaid-svg-G1YlhXrAlb9vO1Q7 .node polygon,#mermaid-svg-G1YlhXrAlb9vO1Q7 .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .rough-node .label text,#mermaid-svg-G1YlhXrAlb9vO1Q7 .node .label text,#mermaid-svg-G1YlhXrAlb9vO1Q7 .image-shape .label,#mermaid-svg-G1YlhXrAlb9vO1Q7 .icon-shape .label{text-anchor:middle;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .rough-node .label,#mermaid-svg-G1YlhXrAlb9vO1Q7 .node .label,#mermaid-svg-G1YlhXrAlb9vO1Q7 .image-shape .label,#mermaid-svg-G1YlhXrAlb9vO1Q7 .icon-shape .label{text-align:center;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .node.clickable{cursor:pointer;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .arrowheadPath{fill:#333333;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-G1YlhXrAlb9vO1Q7 .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-G1YlhXrAlb9vO1Q7 .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-G1YlhXrAlb9vO1Q7 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .cluster text{fill:#333;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .cluster span{color:#333;}#mermaid-svg-G1YlhXrAlb9vO1Q7 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-G1YlhXrAlb9vO1Q7 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-G1YlhXrAlb9vO1Q7 rect.text{fill:none;stroke-width:0;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .icon-shape,#mermaid-svg-G1YlhXrAlb9vO1Q7 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .icon-shape p,#mermaid-svg-G1YlhXrAlb9vO1Q7 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .icon-shape .label rect,#mermaid-svg-G1YlhXrAlb9vO1Q7 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-G1YlhXrAlb9vO1Q7 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-G1YlhXrAlb9vO1Q7 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-G1YlhXrAlb9vO1Q7 :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"nodeLabel\"><\/p>\n<p>\u6570\u636e\u5c42<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6d88\u606f\u961f\u5217<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u4e1a\u52a1\u670d\u52a1\u5c42<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7f51\u5173\u5c42<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5ba2\u6237\u7aef\u5c42<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>1. \u8bf7\u6c42\u79d2\u6740\u9875\u9762&#xff08;\u9759\u6001&#xff09;<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>2. \u8f6c\u53d1\u79d2\u6740\u8bf7\u6c42<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>3. \u6267\u884c Lua \u811a\u672c\u6263\u5e93\u5b58<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>4. \u8fd4\u56de\u6263\u51cf\u7ed3\u679c<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>5. \u53d1\u9001\u8ba2\u5355\u6d88\u606f<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>6. \u6d88\u8d39\u6d88\u606f\u521b\u5efa\u8ba2\u5355<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u5b9a\u65f6\u540c\u6b65\u5e93\u5b58<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7528\u6237\u6d4f\u89c8\u5668\/CDN<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>Nginx \u9650\u6d41\/\u9759\u6001\u8d44\u6e90<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u79d2\u6740\u5fae\u670d\u52a1<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>Redis \u96c6\u7fa4<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>Lua \u811a\u672c\u6267\u884c\u5668<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>RocketMQ Broker<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>MySQL \u8ba2\u5355\u5e93<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>Redis \u5e93\u5b58\u7f13\u5b58<\/p>\n<p><\/span><\/p>\n<p>\u8fd9\u79cd\u9ad8\u8d28\u91cf\u8f93\u51fa\u5f97\u76ca\u4e8e Pro \u7684\u8d85\u957f\u4e0a\u4e0b\u6587\u7a97\u53e3\u548c\u6df1\u5ea6\u63a8\u7406\u94fe&#xff0c;\u80fd\u4e00\u6b21\u6027\u5904\u7406\u590d\u6742\u8981\u6c42&#xff0c;\u65e0\u9700\u53cd\u590d\u8ffd\u95ee\u3002<\/p>\n<h3>3. \u573a\u666f\u4e8c&#xff1a;Codex \u9a71\u52a8\u7684\u81ea\u52a8\u5316\u6570\u636e\u5904\u7406\u6d41\u6c34\u7ebf<\/h3>\n<p>Codex \u7684\u771f\u6b63\u5a01\u529b\u5728\u4e8e\u7406\u89e3\u5de5\u7a0b\u4e0a\u4e0b\u6587\u3002\u6211\u4eec\u53ef\u4ee5\u5728\u9879\u76ee\u6839\u76ee\u5f55\u914d\u7f6e AGENTS.md&#xff0c;\u8ba9 Codex \u6309\u7167\u56e2\u961f\u89c4\u8303\u751f\u6210\u4ee3\u7801\u3002\u4e0b\u9762\u662f\u4e00\u4e2a\u4f7f\u7528 Python \u5904\u7406\u6570\u636e\u6e05\u6d17\u4efb\u52a1\u7684\u793a\u4f8b&#xff0c;\u5c55\u793a\u5982\u4f55\u901a\u8fc7 AGENTS.md \u7ea6\u675f Codex \u884c\u4e3a\u3002<\/p>\n<h4>3.1 AGENTS.md \u914d\u7f6e<\/h4>\n<p>\u5728\u9879\u76ee\u6839\u76ee\u5f55\u521b\u5efa AGENTS.md&#xff1a;<\/p>\n<p># AGENTS.md<\/p>\n<p>## \u9879\u76ee\u80cc\u666f<br \/>\n\u4e00\u4e2a\u7535\u5546\u6570\u636e\u5206\u6790\u5de5\u5177&#xff0c;\u4ece CSV \u6587\u4ef6\u8bfb\u53d6\u8ba2\u5355\u6570\u636e&#xff0c;\u8fdb\u884c\u6e05\u6d17\u3001\u805a\u5408&#xff0c;\u5e76\u8f93\u51fa\u62a5\u8868\u3002<\/p>\n<p>## \u6280\u672f\u6808<br \/>\n&#8211; Python 3.12<br \/>\n&#8211; pandas 2.2.0<br \/>\n&#8211; \u4f7f\u7528 Poetry \u7ba1\u7406\u4f9d\u8d56<\/p>\n<p>## \u7f16\u7801\u89c4\u8303<br \/>\n&#8211; \u6240\u6709\u51fd\u6570\u5fc5\u987b\u5305\u542b docstring&#xff08;Google \u98ce\u683c&#xff09;<br \/>\n&#8211; \u53d8\u91cf\u547d\u540d&#xff1a;snake_case<br \/>\n&#8211; \u9519\u8bef\u5904\u7406&#xff1a;\u5fc5\u987b\u4f7f\u7528 try-except \u5e76\u8bb0\u5f55\u65e5\u5fd7<br \/>\n&#8211; \u7981\u6b62\u4f7f\u7528\u5168\u5c40\u53d8\u91cf&#xff0c;\u6240\u6709\u914d\u7f6e\u901a\u8fc7\u73af\u5883\u53d8\u91cf\u8bfb\u53d6<\/p>\n<p>## \u4efb\u52a1\u7ea6\u675f<br \/>\n&#8211; \u4fee\u6539\u4ee3\u7801\u524d\u5fc5\u987b\u5148\u8fd0\u884c\u73b0\u6709\u6d4b\u8bd5<br \/>\n&#8211; \u65b0\u589e\u529f\u80fd\u5fc5\u987b\u9644\u5e26\u5355\u5143\u6d4b\u8bd5<br \/>\n&#8211; \u8f93\u51fa\u6587\u4ef6\u8def\u5f84\u7531\u73af\u5883\u53d8\u91cf OUTPUT_DIR \u6307\u5b9a<\/p>\n<h4>3.2 \u5411 Codex \u53d1\u9001\u4efb\u52a1<\/h4>\n<p>\u5728 ChatGPT \u5bf9\u8bdd\u4e2d\u4e0a\u4f20 AGENTS.md&#xff0c;\u7136\u540e\u8f93\u5165&#xff1a;<\/p>\n<p>\u8bf7\u6839\u636e AGENTS.md \u89c4\u8303&#xff0c;\u7f16\u5199\u4e00\u4e2a\u6570\u636e\u6e05\u6d17\u811a\u672c&#xff1a;<br \/>\n1. \u8bfb\u53d6 orders.csv&#xff0c;\u5305\u542b\u5b57\u6bb5&#xff1a;order_id, customer_id, amount, status, created_at<br \/>\n2. \u8fc7\u6ee4\u6389 status \u4e3a &#039;cancelled&#039; \u7684\u884c<br \/>\n3. \u5c06 amount \u5c0f\u4e8e 0 \u7684\u5f02\u5e38\u503c\u66ff\u6362\u4e3a None<br \/>\n4. \u6309 customer_id \u5206\u7ec4&#xff0c;\u8ba1\u7b97\u603b\u91d1\u989d\u548c\u8ba2\u5355\u6570<br \/>\n5. \u8f93\u51fa\u6e05\u6d17\u540e\u7684 CSV \u5230 OUTPUT_DIR\/cleaned_orders.csv<\/p>\n<h4>3.3 Codex \u751f\u6210\u7684\u4ee3\u7801<\/h4>\n<p><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6570\u636e\u6e05\u6d17\u811a\u672c&#xff1a;\u5904\u7406\u8ba2\u5355\u6570\u636e\u5e76\u8f93\u51fa\u805a\u5408\u62a5\u8868.&#034;&#034;&#034;<\/span><\/p>\n<p><span class=\"token keyword\">import<\/span> os<br \/>\n<span class=\"token keyword\">import<\/span> logging<br \/>\n<span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd<\/p>\n<p>logging<span class=\"token punctuation\">.<\/span>basicConfig<span class=\"token punctuation\">(<\/span>level<span class=\"token operator\">&#061;<\/span>logging<span class=\"token punctuation\">.<\/span>INFO<span class=\"token punctuation\">)<\/span><br \/>\nlogger <span class=\"token operator\">&#061;<\/span> logging<span class=\"token punctuation\">.<\/span>getLogger<span class=\"token punctuation\">(<\/span>__name__<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">load_orders<\/span><span class=\"token punctuation\">(<\/span>file_path<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> pd<span class=\"token punctuation\">.<\/span>DataFrame<span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u52a0\u8f7d\u8ba2\u5355 CSV \u6587\u4ef6.<\/p>\n<p>    Args:<br \/>\n        file_path: CSV \u6587\u4ef6\u8def\u5f84.<\/p>\n<p>    Returns:<br \/>\n        \u5305\u542b\u8ba2\u5355\u6570\u636e\u7684 DataFrame.<\/p>\n<p>    Raises:<br \/>\n        FileNotFoundError: \u5982\u679c\u6587\u4ef6\u4e0d\u5b58\u5728.<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        df <span class=\"token operator\">&#061;<\/span> pd<span class=\"token punctuation\">.<\/span>read_csv<span class=\"token punctuation\">(<\/span>file_path<span class=\"token punctuation\">)<\/span><br \/>\n        logger<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u6210\u529f\u52a0\u8f7d <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u6761\u8bb0\u5f55&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> df<br \/>\n    <span class=\"token keyword\">except<\/span> FileNotFoundError <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n        logger<span class=\"token punctuation\">.<\/span>error<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u6587\u4ef6\u672a\u627e\u5230: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>file_path<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">clean_orders<\/span><span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">:<\/span> pd<span class=\"token punctuation\">.<\/span>DataFrame<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> pd<span class=\"token punctuation\">.<\/span>DataFrame<span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6e05\u6d17\u8ba2\u5355\u6570\u636e: \u8fc7\u6ee4\u53d6\u6d88\u72b6\u6001\u3001\u4fee\u6b63\u5f02\u5e38\u91d1\u989d.<\/p>\n<p>    Args:<br \/>\n        df: \u539f\u59cb\u8ba2\u5355 DataFrame.<\/p>\n<p>    Returns:<br \/>\n        \u6e05\u6d17\u540e\u7684 DataFrame.<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token comment\"># \u8fc7\u6ee4 cancelled \u72b6\u6001<\/span><br \/>\n    df <span class=\"token operator\">&#061;<\/span> df<span class=\"token punctuation\">[<\/span>df<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">!&#061;<\/span> <span class=\"token string\">&#034;cancelled&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>copy<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    logger<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u8fc7\u6ee4\u540e\u5269\u4f59 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u6761\u8bb0\u5f55&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u4fee\u6b63\u5f02\u5e38\u91d1\u989d<\/span><br \/>\n    df<span class=\"token punctuation\">.<\/span>loc<span class=\"token punctuation\">[<\/span>df<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    logger<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u91d1\u989d\u5f02\u5e38\u8bb0\u5f55\u6570: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>df<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;amount&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>isna<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> df<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">aggregate_orders<\/span><span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">:<\/span> pd<span class=\"token punctuation\">.<\/span>DataFrame<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> pd<span class=\"token punctuation\">.<\/span>DataFrame<span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6309\u5ba2\u6237\u805a\u5408\u8ba2\u5355\u6570\u636e.<\/p>\n<p>    Args:<br \/>\n        df: \u6e05\u6d17\u540e\u7684\u8ba2\u5355 DataFrame.<\/p>\n<p>    Returns:<br \/>\n        \u805a\u5408\u540e\u7684 DataFrame&#xff0c;\u5305\u542b\u5ba2\u6237\u603b\u91d1\u989d\u548c\u8ba2\u5355\u6570.<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    agg_df <span class=\"token operator\">&#061;<\/span> df<span class=\"token punctuation\">.<\/span>groupby<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;customer_id&#034;<\/span><span class=\"token punctuation\">,<\/span> as_index<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>agg<span class=\"token punctuation\">(<\/span><br \/>\n        total_amount<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;sum&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        order_count<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;count&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    logger<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u805a\u5408\u540e\u5ba2\u6237\u6570: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>agg_df<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> agg_df<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">save_results<\/span><span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">:<\/span> pd<span class=\"token punctuation\">.<\/span>DataFrame<span class=\"token punctuation\">,<\/span> output_dir<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4fdd\u5b58\u7ed3\u679c\u5230\u6307\u5b9a\u76ee\u5f55.<\/p>\n<p>    Args:<br \/>\n        df: \u8981\u4fdd\u5b58\u7684 DataFrame.<br \/>\n        output_dir: \u8f93\u51fa\u76ee\u5f55&#xff0c;\u7531\u73af\u5883\u53d8\u91cf\u6307\u5b9a.<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    os<span class=\"token punctuation\">.<\/span>makedirs<span class=\"token punctuation\">(<\/span>output_dir<span class=\"token punctuation\">,<\/span> exist_ok<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    output_path <span class=\"token operator\">&#061;<\/span> os<span class=\"token punctuation\">.<\/span>path<span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span>output_dir<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;cleaned_orders.csv&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    df<span class=\"token punctuation\">.<\/span>to_csv<span class=\"token punctuation\">(<\/span>output_path<span class=\"token punctuation\">,<\/span> index<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    logger<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u7ed3\u679c\u5df2\u4fdd\u5b58\u81f3 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>output_path<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    output_dir <span class=\"token operator\">&#061;<\/span> os<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;OUTPUT_DIR&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;.\/output&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    file_path <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;orders.csv&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        df <span class=\"token operator\">&#061;<\/span> load_orders<span class=\"token punctuation\">(<\/span>file_path<span class=\"token punctuation\">)<\/span><br \/>\n        df <span class=\"token operator\">&#061;<\/span> clean_orders<span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">)<\/span><br \/>\n        agg_df <span class=\"token operator\">&#061;<\/span> aggregate_orders<span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">)<\/span><br \/>\n        save_results<span class=\"token punctuation\">(<\/span>agg_df<span class=\"token punctuation\">,<\/span> output_dir<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n        logger<span class=\"token punctuation\">.<\/span>exception<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u5904\u7406\u5931\u8d25: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>e<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    main<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd9\u4efd\u4ee3\u7801\u5b8c\u5168\u9075\u5faa\u4e86 AGENTS.md \u7684\u7ea6\u675f&#xff1a;Google \u98ce\u683c docstring\u3001\u9519\u8bef\u5904\u7406\u3001\u73af\u5883\u53d8\u91cf\u914d\u7f6e\u3001\u7981\u6b62\u5168\u5c40\u53d8\u91cf\u3002Codex \u901a\u8fc7\u7406\u89e3\u6574\u4e2a\u9879\u76ee\u4e0a\u4e0b\u6587&#xff0c;\u751f\u6210\u7684\u4ee3\u7801\u51e0\u4e4e\u53ef\u4ee5\u76f4\u63a5\u5408\u5e76\u5230\u4e3b\u5206\u652f&#xff0c;\u5927\u5e45\u51cf\u5c11\u4e86\u4eba\u5de5\u8c03\u6574\u7684\u5de5\u4f5c\u91cf\u3002<\/p>\n<h3>4. \u573a\u666f\u4e09&#xff1a;ChatGPT Plus \u5728\u667a\u80fd\u8fd0\u7ef4\u4e2d\u7684\u5b9e\u65f6\u6839\u56e0\u5206\u6790<\/h3>\n<p>ChatGPT Plus \u7684 GPT-4o \u6a21\u578b\u5177\u5907\u5f3a\u5927\u7684\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b&#xff0c;\u4e0d\u4ec5\u80fd\u5904\u7406\u6587\u5b57&#xff0c;\u8fd8\u80fd\u5206\u6790\u65e5\u5fd7\u56fe\u8868\u3002\u7ed3\u5408 Prometheus \u544a\u8b66&#xff0c;\u53ef\u4ee5\u6784\u5efa\u4e00\u4e2a\u81ea\u52a8\u5316\u7684\u6839\u56e0\u5206\u6790\u52a9\u624b\u3002<\/p>\n<h4>4.1 \u5de5\u4f5c\u6d41\u6982\u8ff0<\/h4>\n<p>#mermaid-svg-0zZs0ydsvhSsAbe9{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-0zZs0ydsvhSsAbe9 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-0zZs0ydsvhSsAbe9 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-0zZs0ydsvhSsAbe9 .error-icon{fill:#552222;}#mermaid-svg-0zZs0ydsvhSsAbe9 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-0zZs0ydsvhSsAbe9 .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-0zZs0ydsvhSsAbe9 .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-0zZs0ydsvhSsAbe9 .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-0zZs0ydsvhSsAbe9 .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-0zZs0ydsvhSsAbe9 .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-0zZs0ydsvhSsAbe9 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-0zZs0ydsvhSsAbe9 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-0zZs0ydsvhSsAbe9 .marker.cross{stroke:#333333;}#mermaid-svg-0zZs0ydsvhSsAbe9 svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-0zZs0ydsvhSsAbe9 p{margin:0;}#mermaid-svg-0zZs0ydsvhSsAbe9 .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-0zZs0ydsvhSsAbe9 .cluster-label text{fill:#333;}#mermaid-svg-0zZs0ydsvhSsAbe9 .cluster-label span{color:#333;}#mermaid-svg-0zZs0ydsvhSsAbe9 .cluster-label span p{background-color:transparent;}#mermaid-svg-0zZs0ydsvhSsAbe9 .label text,#mermaid-svg-0zZs0ydsvhSsAbe9 span{fill:#333;color:#333;}#mermaid-svg-0zZs0ydsvhSsAbe9 .node rect,#mermaid-svg-0zZs0ydsvhSsAbe9 .node circle,#mermaid-svg-0zZs0ydsvhSsAbe9 .node ellipse,#mermaid-svg-0zZs0ydsvhSsAbe9 .node polygon,#mermaid-svg-0zZs0ydsvhSsAbe9 .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-0zZs0ydsvhSsAbe9 .rough-node .label text,#mermaid-svg-0zZs0ydsvhSsAbe9 .node .label text,#mermaid-svg-0zZs0ydsvhSsAbe9 .image-shape .label,#mermaid-svg-0zZs0ydsvhSsAbe9 .icon-shape .label{text-anchor:middle;}#mermaid-svg-0zZs0ydsvhSsAbe9 .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-0zZs0ydsvhSsAbe9 .rough-node .label,#mermaid-svg-0zZs0ydsvhSsAbe9 .node .label,#mermaid-svg-0zZs0ydsvhSsAbe9 .image-shape .label,#mermaid-svg-0zZs0ydsvhSsAbe9 .icon-shape .label{text-align:center;}#mermaid-svg-0zZs0ydsvhSsAbe9 .node.clickable{cursor:pointer;}#mermaid-svg-0zZs0ydsvhSsAbe9 .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-0zZs0ydsvhSsAbe9 .arrowheadPath{fill:#333333;}#mermaid-svg-0zZs0ydsvhSsAbe9 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-0zZs0ydsvhSsAbe9 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-0zZs0ydsvhSsAbe9 .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-0zZs0ydsvhSsAbe9 .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-0zZs0ydsvhSsAbe9 .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-0zZs0ydsvhSsAbe9 .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-0zZs0ydsvhSsAbe9 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-0zZs0ydsvhSsAbe9 .cluster text{fill:#333;}#mermaid-svg-0zZs0ydsvhSsAbe9 .cluster span{color:#333;}#mermaid-svg-0zZs0ydsvhSsAbe9 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-0zZs0ydsvhSsAbe9 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-0zZs0ydsvhSsAbe9 rect.text{fill:none;stroke-width:0;}#mermaid-svg-0zZs0ydsvhSsAbe9 .icon-shape,#mermaid-svg-0zZs0ydsvhSsAbe9 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-0zZs0ydsvhSsAbe9 .icon-shape p,#mermaid-svg-0zZs0ydsvhSsAbe9 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-0zZs0ydsvhSsAbe9 .icon-shape .label rect,#mermaid-svg-0zZs0ydsvhSsAbe9 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-0zZs0ydsvhSsAbe9 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-0zZs0ydsvhSsAbe9 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-0zZs0ydsvhSsAbe9 :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=\"nodeLabel\"><\/p>\n<p>Prometheus \u544a\u8b66\u89e6\u53d1<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u83b7\u53d6\u76f8\u5173\u6307\u6807\u622a\u56fe<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>ChatGPT Plus \u591a\u6a21\u6001\u5206\u6790<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u751f\u6210\u6839\u56e0\u5206\u6790\u62a5\u544a<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u901a\u77e5\u8fd0\u7ef4\u4eba\u5458\/\u81ea\u52a8\u6267\u884c\u4fee\u590d<\/p>\n<p><\/span><\/p>\n<p>\u5177\u4f53\u6b65\u9aa4&#xff1a;<\/p>\n<li>Prometheus \u89e6\u53d1 CPU \u4f7f\u7528\u7387 &gt; 90% \u544a\u8b66&#xff1b;<\/li>\n<li>\u811a\u672c\u81ea\u52a8\u622a\u53d6 Grafana \u9762\u677f\u4e2d\u76f8\u5173\u65f6\u95f4\u6bb5\u7684 CPU\u3001\u5185\u5b58\u3001\u7f51\u7edc\u6d41\u91cf\u56fe&#xff1b;<\/li>\n<li>\u5c06\u622a\u56fe\u548c\u544a\u8b66\u4fe1\u606f\u53d1\u9001\u7ed9 ChatGPT Plus&#xff0c;\u8bf7\u6c42\u5206\u6790&#xff1b;<\/li>\n<li>\u6a21\u578b\u8fd4\u56de\u53ef\u80fd\u7684\u6839\u56e0\u53ca\u5efa\u8bae\u64cd\u4f5c&#xff1b;<\/li>\n<li>\u8fd0\u7ef4\u4eba\u5458\u786e\u8ba4\u6216\u81ea\u52a8\u6267\u884c\u5b89\u5168\u64cd\u4f5c\u3002<\/li>\n<h4>4.2 \u793a\u4f8b\u4ea4\u4e92<\/h4>\n<p>\u8f93\u5165&#xff08;\u591a\u6a21\u6001&#xff0c;\u5305\u542b\u622a\u56fe\u548c\u6587\u5b57&#xff09;&#xff1a;<\/p>\n<p>[\u4e0a\u4f20 CPU \u7a81\u589e\u622a\u56fe]<br \/>\n\u544a\u8b66\u4fe1\u606f&#xff1a;\u751f\u4ea7\u73af\u5883 payment-service \u5728 14:32 \u51fa\u73b0 CPU \u98d9\u5347&#xff0c;\u6301\u7eed 5 \u5206\u949f\u3002<br \/>\n\u5f53\u524d Pod \u6570\u91cf&#xff1a;3\u3002\u8bf7\u5206\u6790\u53ef\u80fd\u7684\u6839\u56e0\u3002<\/p>\n<p>\u6a21\u578b\u8f93\u51fa&#xff08;\u8282\u9009&#xff09;&#xff1a;<\/p>\n<p>\u6839\u636e CPU \u4f7f\u7528\u7387\u66f2\u7ebf&#xff0c;14:32 \u51fa\u73b0\u5c16\u5cf0&#xff0c;\u540c\u65f6\u5185\u5b58\u4f7f\u7528\u7387\u5e73\u7a33&#xff0c;\u8bf4\u660e\u4e0d\u662f\u5185\u5b58\u6cc4\u6f0f\u3002\u7ed3\u5408 payment-service \u6700\u8fd1\u4e00\u6b21\u90e8\u7f72\u8bb0\u5f55&#xff0c;\u6000\u7591\u662f 14:30 \u4e0a\u7ebf\u7684\u4ee3\u7801\u53d8\u66f4\u5f15\u5165\u4e86\u9ad8 CPU \u64cd\u4f5c\u3002\u5efa\u8bae&#xff1a;<\/p>\n<li>\u68c0\u67e5 PaymentController \u4e2d\u662f\u5426\u6709\u672a\u4f18\u5316\u7684\u5faa\u73af\u6216\u6b63\u5219\u5339\u914d&#xff1b;<\/li>\n<li>\u67e5\u770b\u65e5\u5fd7\u4e2d\u662f\u5426\u6709\u5927\u91cf\u6570\u636e\u5e93\u8fde\u63a5\u8d85\u65f6&#xff0c;\u53ef\u80fd\u662f\u8fde\u63a5\u6c60\u8017\u5c3d\u5bfc\u81f4 CPU \u7a7a\u8f6c&#xff1b;<\/li>\n<li>\u6682\u65f6\u56de\u6eda\u5230\u4e0a\u4e00\u4e2a\u7a33\u5b9a\u7248\u672c&#xff0c;\u89c2\u5bdf CPU \u662f\u5426\u6062\u590d\u3002<\/li>\n<p>\u8fd9\u79cd\u5206\u6790\u80fd\u529b\u8ba9\u521d\u7ea7\u8fd0\u7ef4\u4e5f\u80fd\u5feb\u901f\u5b9a\u4f4d\u95ee\u9898&#xff0c;\u51cf\u5c11\u5e73\u5747\u4fee\u590d\u65f6\u95f4&#xff08;MTTR&#xff09;\u3002<\/p>\n<h3>5. \u5de5\u7a0b\u5316\u96c6\u6210&#xff1a;\u901a\u8fc7 API \u7f16\u6392 ChatGPT \u4e0e Codex \u7684\u80fd\u529b<\/h3>\n<p>\u5bf9\u4e8e\u4f01\u4e1a\u7ea7\u5e94\u7528&#xff0c;\u6211\u4eec\u9700\u8981\u5c06 ChatGPT \u548c Codex \u7684\u80fd\u529b\u901a\u8fc7 API \u5d4c\u5165\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a Python \u793a\u4f8b&#xff0c;\u5c55\u793a\u5982\u4f55\u8c03\u7528 OpenAI API \u5b9e\u73b0\u4ee3\u7801\u5ba1\u67e5&#xff08;Code Review&#xff09;\u81ea\u52a8\u5316\u3002<\/p>\n<h4>5.1 \u6d41\u7a0b\u8bbe\u8ba1<\/h4>\n<p>OpenAI APICI RunnerGitLabDeveloperOpenAI APICI RunnerGitLabDeveloper#mermaid-svg-U7hiSbpDtC7kmpqZ{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-U7hiSbpDtC7kmpqZ .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-U7hiSbpDtC7kmpqZ .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-U7hiSbpDtC7kmpqZ .error-icon{fill:#552222;}#mermaid-svg-U7hiSbpDtC7kmpqZ .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-U7hiSbpDtC7kmpqZ .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-U7hiSbpDtC7kmpqZ .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-U7hiSbpDtC7kmpqZ .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-U7hiSbpDtC7kmpqZ .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-U7hiSbpDtC7kmpqZ .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-U7hiSbpDtC7kmpqZ .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-U7hiSbpDtC7kmpqZ .marker{fill:#333333;stroke:#333333;}#mermaid-svg-U7hiSbpDtC7kmpqZ .marker.cross{stroke:#333333;}#mermaid-svg-U7hiSbpDtC7kmpqZ svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-U7hiSbpDtC7kmpqZ p{margin:0;}#mermaid-svg-U7hiSbpDtC7kmpqZ .actor{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-U7hiSbpDtC7kmpqZ text.actor&gt;tspan{fill:black;stroke:none;}#mermaid-svg-U7hiSbpDtC7kmpqZ .actor-line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);}#mermaid-svg-U7hiSbpDtC7kmpqZ .innerArc{stroke-width:1.5;stroke-dasharray:none;}#mermaid-svg-U7hiSbpDtC7kmpqZ .messageLine0{stroke-width:1.5;stroke-dasharray:none;stroke:#333;}#mermaid-svg-U7hiSbpDtC7kmpqZ .messageLine1{stroke-width:1.5;stroke-dasharray:2,2;stroke:#333;}#mermaid-svg-U7hiSbpDtC7kmpqZ #arrowhead path{fill:#333;stroke:#333;}#mermaid-svg-U7hiSbpDtC7kmpqZ .sequenceNumber{fill:white;}#mermaid-svg-U7hiSbpDtC7kmpqZ #sequencenumber{fill:#333;}#mermaid-svg-U7hiSbpDtC7kmpqZ #crosshead path{fill:#333;stroke:#333;}#mermaid-svg-U7hiSbpDtC7kmpqZ .messageText{fill:#333;stroke:none;}#mermaid-svg-U7hiSbpDtC7kmpqZ .labelBox{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-U7hiSbpDtC7kmpqZ .labelText,#mermaid-svg-U7hiSbpDtC7kmpqZ .labelText&gt;tspan{fill:black;stroke:none;}#mermaid-svg-U7hiSbpDtC7kmpqZ .loopText,#mermaid-svg-U7hiSbpDtC7kmpqZ .loopText&gt;tspan{fill:black;stroke:none;}#mermaid-svg-U7hiSbpDtC7kmpqZ .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-U7hiSbpDtC7kmpqZ .note{stroke:#aaaa33;fill:#fff5ad;}#mermaid-svg-U7hiSbpDtC7kmpqZ .noteText,#mermaid-svg-U7hiSbpDtC7kmpqZ .noteText&gt;tspan{fill:black;stroke:none;}#mermaid-svg-U7hiSbpDtC7kmpqZ .activation0{fill:#f4f4f4;stroke:#666;}#mermaid-svg-U7hiSbpDtC7kmpqZ .activation1{fill:#f4f4f4;stroke:#666;}#mermaid-svg-U7hiSbpDtC7kmpqZ .activation2{fill:#f4f4f4;stroke:#666;}#mermaid-svg-U7hiSbpDtC7kmpqZ .actorPopupMenu{position:absolute;}#mermaid-svg-U7hiSbpDtC7kmpqZ .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-U7hiSbpDtC7kmpqZ .actor-man line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-U7hiSbpDtC7kmpqZ .actor-man circle,#mermaid-svg-U7hiSbpDtC7kmpqZ line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;stroke-width:2px;}#mermaid-svg-U7hiSbpDtC7kmpqZ :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}\u63d0\u4ea4 Merge Request\u89e6\u53d1 CI \u6d41\u6c34\u7ebf\u53d1\u9001 Diff &#043; \u5ba1\u67e5\u6307\u4ee4\u8fd4\u56de\u5ba1\u67e5\u610f\u89c1\u81ea\u52a8\u6dfb\u52a0\u8bc4\u8bba\u5230 MR\u663e\u793a AI \u5ba1\u67e5\u7ed3\u679c<\/p>\n<h4>5.2 \u4ee3\u7801\u5b9e\u73b0<\/h4>\n<p><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u57fa\u4e8e OpenAI API \u7684\u81ea\u52a8\u5316\u4ee3\u7801\u5ba1\u67e5\u811a\u672c.&#034;&#034;&#034;<\/span><\/p>\n<p><span class=\"token keyword\">import<\/span> os<br \/>\n<span class=\"token keyword\">import<\/span> requests<br \/>\n<span class=\"token keyword\">from<\/span> openai <span class=\"token keyword\">import<\/span> OpenAI<\/p>\n<p>client <span class=\"token operator\">&#061;<\/span> OpenAI<span class=\"token punctuation\">(<\/span>api_key<span class=\"token operator\">&#061;<\/span>os<span class=\"token punctuation\">.<\/span>getenv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;OPENAI_API_KEY&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">get_mr_diff<\/span><span class=\"token punctuation\">(<\/span>project_id<span class=\"token punctuation\">,<\/span> mr_id<span class=\"token punctuation\">,<\/span> gitlab_token<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u83b7\u53d6 GitLab Merge Request \u7684 diff.&#034;&#034;&#034;<\/span><br \/>\n    url <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;https:\/\/gitlab.example.com\/api\/v4\/projects\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>project_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/merge_requests\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>mr_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/diffs&#034;<\/span><\/span><br \/>\n    headers <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;PRIVATE-TOKEN&#034;<\/span><span class=\"token punctuation\">:<\/span> gitlab_token<span class=\"token punctuation\">}<\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>url<span class=\"token punctuation\">,<\/span> headers<span class=\"token operator\">&#061;<\/span>headers<span class=\"token punctuation\">)<\/span><br \/>\n    response<span class=\"token punctuation\">.<\/span>raise_for_status<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">review_code<\/span><span class=\"token punctuation\">(<\/span>diff_text<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u8c03\u7528 GPT-4o \u8fdb\u884c\u4ee3\u7801\u5ba1\u67e5.&#034;&#034;&#034;<\/span><br \/>\n    prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;\u4f60\u662f\u4e00\u4f4d\u8d44\u6df1\u4ee3\u7801\u5ba1\u67e5\u5458\u3002\u8bf7\u5ba1\u67e5\u4ee5\u4e0b\u4ee3\u7801\u53d8\u66f4&#xff0c;\u91cd\u70b9\u5173\u6ce8&#xff1a;<br \/>\n    1. \u6f5c\u5728\u7684\u5b89\u5168\u6f0f\u6d1e&#xff08;SQL \u6ce8\u5165\u3001XSS \u7b49&#xff09;<br \/>\n    2. \u6027\u80fd\u95ee\u9898&#xff08;\u4e0d\u5fc5\u8981\u7684\u5faa\u73af\u3001N&#043;1 \u67e5\u8be2&#xff09;<br \/>\n    3. \u4ee3\u7801\u53ef\u8bfb\u6027<br \/>\n    \u8bf7\u7528\u4e2d\u6587\u7ed9\u51fa\u5177\u4f53\u5efa\u8bae&#xff0c;\u683c\u5f0f\u4e3a Markdown \u5217\u8868\u3002<\/p>\n<p>    &#096;&#096;&#096;diff<br \/>\n    <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>diff_text<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n    &#096;&#096;&#096;<br \/>\n    &#034;&#034;&#034;<\/span><\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n        model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;gpt-4o&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        messages<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n            <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u4f60\u662f\u4e00\u4f4d\u4e25\u683c\u7684\u4ee3\u7801\u5ba1\u67e5\u5458&#xff0c;\u53ea\u8f93\u51fa\u95ee\u9898\u5217\u8868\u3002&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> prompt<span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        temperature<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.2<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        max_tokens<span class=\"token operator\">&#061;<\/span><span class=\"token number\">2000<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>message<span class=\"token punctuation\">.<\/span>content<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">post_comment<\/span><span class=\"token punctuation\">(<\/span>project_id<span class=\"token punctuation\">,<\/span> mr_id<span class=\"token punctuation\">,<\/span> gitlab_token<span class=\"token punctuation\">,<\/span> comment<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5c06\u5ba1\u67e5\u610f\u89c1\u53d1\u5e03\u5230 GitLab MR.&#034;&#034;&#034;<\/span><br \/>\n    url <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;https:\/\/gitlab.example.com\/api\/v4\/projects\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>project_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/merge_requests\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>mr_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/notes&#034;<\/span><\/span><br \/>\n    headers <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;PRIVATE-TOKEN&#034;<\/span><span class=\"token punctuation\">:<\/span> gitlab_token<span class=\"token punctuation\">}<\/span><br \/>\n    data <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;body&#034;<\/span><span class=\"token punctuation\">:<\/span> comment<span class=\"token punctuation\">}<\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">(<\/span>url<span class=\"token punctuation\">,<\/span> headers<span class=\"token operator\">&#061;<\/span>headers<span class=\"token punctuation\">,<\/span> json<span class=\"token operator\">&#061;<\/span>data<span class=\"token punctuation\">)<\/span><br \/>\n    response<span class=\"token punctuation\">.<\/span>raise_for_status<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    project_id <span class=\"token operator\">&#061;<\/span> os<span class=\"token punctuation\">.<\/span>getenv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;CI_PROJECT_ID&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    mr_id <span class=\"token operator\">&#061;<\/span> os<span class=\"token punctuation\">.<\/span>getenv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;CI_MERGE_REQUEST_IID&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    gitlab_token <span class=\"token operator\">&#061;<\/span> os<span class=\"token punctuation\">.<\/span>getenv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;GITLAB_TOKEN&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    diffs <span class=\"token operator\">&#061;<\/span> get_mr_diff<span class=\"token punctuation\">(<\/span>project_id<span class=\"token punctuation\">,<\/span> mr_id<span class=\"token punctuation\">,<\/span> gitlab_token<span class=\"token punctuation\">)<\/span><br \/>\n    diff_text <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\\\\n&#034;<\/span><span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span>d<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;diff&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">for<\/span> d <span class=\"token keyword\">in<\/span> diffs<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>diff_text<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">10000<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u8d85\u8fc7\u9650\u5236\u65f6\u5206\u6bb5\u5ba1\u67e5<\/span><br \/>\n        <span class=\"token comment\"># \u8fd9\u91cc\u7b80\u5316\u5904\u7406&#xff0c;\u5b9e\u9645\u53ef\u5206\u6bb5\u53d1\u9001<\/span><br \/>\n        <span class=\"token keyword\">pass<\/span><\/p>\n<p>    review <span class=\"token operator\">&#061;<\/span> review_code<span class=\"token punctuation\">(<\/span>diff_text<span class=\"token punctuation\">)<\/span><br \/>\n    post_comment<span class=\"token punctuation\">(<\/span>project_id<span class=\"token punctuation\">,<\/span> mr_id<span class=\"token punctuation\">,<\/span> gitlab_token<span class=\"token punctuation\">,<\/span> review<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;Code review completed.&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    main<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u6b64\u811a\u672c\u53ef\u96c6\u6210\u5230 GitLab CI \u4e2d&#xff0c;\u6bcf\u6b21 MR \u521b\u5efa\u65f6\u81ea\u52a8\u89e6\u53d1\u5ba1\u67e5&#xff0c;\u5c06 AI \u7684\u610f\u89c1\u76f4\u63a5\u6dfb\u52a0\u5230 MR \u8bc4\u8bba\u533a&#xff0c;\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u4ee3\u7801\u5408\u5e76\u524d\u53d1\u73b0\u95ee\u9898\u3002<\/p>\n<h3>6. \u6700\u4f73\u5b9e\u8df5\u4e0e\u907f\u5751\u6307\u5357<\/h3>\n<h4>6.1 \u6a21\u578b\u9009\u62e9\u7b56\u7565<\/h4>\n<ul>\n<li>\u65e5\u5e38\u5f00\u53d1\u8f85\u52a9&#xff1a;ChatGPT Plus \u8db3\u591f&#xff0c;GPT-4o \u7684\u4ee3\u7801\u751f\u6210\u548c\u89e3\u91ca\u80fd\u529b\u5df2\u6ee1\u8db3\u5927\u90e8\u5206\u9700\u6c42\u3002<\/li>\n<li>\u590d\u6742\u67b6\u6784\u8bbe\u8ba1&#xff1a;\u4f7f\u7528 ChatGPT Pro&#xff0c;\u5176\u6df1\u5ea6\u63a8\u7406\u6a21\u5f0f\u80fd\u5904\u7406\u591a\u6b65\u9aa4\u3001\u591a\u7ea6\u675f\u7684\u51b3\u7b56\u95ee\u9898\u3002<\/li>\n<li>\u4ee3\u7801\u751f\u6210\u4e0e\u81ea\u52a8\u5316&#xff1a;\u4f18\u5148\u4f7f\u7528 Codex \u6216\u652f\u6301 AGENTS.md \u7684 GPT-4o&#xff0c;\u786e\u4fdd\u8f93\u51fa\u7b26\u5408\u56e2\u961f\u89c4\u8303\u3002<\/li>\n<\/ul>\n<h4>6.2 \u63d0\u793a\u8bcd\u5de5\u7a0b\u6838\u5fc3<\/h4>\n<p>\u9488\u5bf9\u6280\u672f\u4efb\u52a1&#xff0c;\u63d0\u793a\u8bcd\u5e94\u5305\u542b\u4ee5\u4e0b\u8981\u7d20&#xff1a;<\/p>\n<ul>\n<li>\u89d2\u8272\u8bbe\u5b9a&#xff1a;\u201c\u4f60\u662f\u4e00\u4f4d\u8d44\u6df1 Python \u540e\u7aef\u5de5\u7a0b\u5e08\u201d<\/li>\n<li>\u8f93\u51fa\u683c\u5f0f&#xff1a;\u201c\u8bf7\u7528 JSON \u683c\u5f0f\u8fd4\u56de&#xff0c;\u5305\u542b\u5b57\u6bb5 code \u548c explanation\u201d<\/li>\n<li>\u7ea6\u675f\u6761\u4ef6&#xff1a;\u201c\u9075\u5faa PEP 8 \u89c4\u8303&#xff0c;\u4f7f\u7528\u7c7b\u578b\u6ce8\u89e3\u201d<\/li>\n<li>\u793a\u4f8b&#xff1a;\u63d0\u4f9b\u4e00\u4e24\u4e2a\u671f\u671b\u7684\u8f93\u5165\u8f93\u51fa\u793a\u4f8b<\/li>\n<\/ul>\n<h4>6.3 \u5b89\u5168\u4e0e\u5408\u89c4<\/h4>\n<ul>\n<li>\u654f\u611f\u4fe1\u606f\u8131\u654f&#xff1a;\u5728\u8c03\u7528 API \u524d&#xff0c;\u52a1\u5fc5\u79fb\u9664\u4ee3\u7801\u4e2d\u7684\u786c\u7f16\u7801\u5bc6\u94a5\u3001\u6570\u636e\u5e93\u5bc6\u7801\u7b49\u3002<\/li>\n<li>\u6570\u636e\u9690\u79c1&#xff1a;\u975e\u5fc5\u8981\u4e0d\u4e0a\u4f20\u751f\u4ea7\u6570\u636e&#xff0c;\u4f7f\u7528\u8131\u654f\u540e\u7684\u6d4b\u8bd5\u6570\u636e\u3002<\/li>\n<li>\u6743\u9650\u63a7\u5236&#xff1a;API key \u4f7f\u7528\u6700\u5c0f\u6743\u9650\u539f\u5219&#xff0c;\u9650\u5236 IP \u767d\u540d\u5355\u3002<\/li>\n<\/ul>\n<h3>7. \u603b\u7ed3\u4e0e\u5c55\u671b<\/h3>\n<p>ChatGPT Plus\u3001Pro \u548c Codex \u6b63\u5728\u4ece\u201c\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u901a\u8fc7\u672c\u6587\u7684\u5b9e\u6218\u6848\u4f8b&#xff0c;\u6211\u4eec\u770b\u5230\u4e86\u5b83\u4eec\u5728\u67b6\u6784\u8bbe\u8ba1\u3001\u6570\u636e\u5904\u7406\u3001\u667a\u80fd\u8fd0\u7ef4\u548c\u81ea\u52a8\u5316\u5ba1\u67e5\u4e2d\u7684\u843d\u5730\u4ef7\u503c\u3002\u5bf9\u4e8e\u6280\u672f\u56e2\u961f\u800c\u8a00&#xff0c;\u5173\u952e\u4e0d\u5728\u4e8e\u8d2d\u4e70\u6700\u8d35\u7684\u5957\u9910&#xff0c;\u800c\u5728\u4e8e\u5982\u4f55\u5c06\u6a21\u578b\u80fd\u529b\u5d4c\u5165\u73b0\u6709\u5de5\u7a0b\u4f53\u7cfb&#xff0c;\u5efa\u7acb\u6807\u51c6\u5316\u3001\u53ef\u590d\u7528\u7684 AI \u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u672a\u6765&#xff0c;\u968f\u7740\u6a21\u578b\u7406\u89e3\u80fd\u529b\u7684\u8fdb\u4e00\u6b65\u589e\u5f3a&#xff0c;\u6211\u4eec\u53ef\u4ee5\u671f\u5f85\u66f4\u591a\u201c\u96f6\u4ee3\u7801\u201d\u96c6\u6210\u65b9\u5f0f\u2014\u2014\u4f8b\u5982&#xff0c;\u76f4\u63a5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u914d\u7f6e CI\/CD \u6d41\u6c34\u7ebf&#xff0c;\u6216\u8005\u8ba9 AI \u81ea\u4e3b\u4fee\u590d\u7b80\u5355\u7684\u7ebf\u4e0a\u6545\u969c\u3002\u4f46\u65e0\u8bba\u5982\u4f55&#xff0c;\u4e00\u4e2a\u6e05\u6670\u7684 AGENTS.md\u3001\u4e00\u5957\u89c4\u8303\u7684 API \u8c03\u7528\u6a21\u5f0f&#xff0c;\u4ee5\u53ca\u4e00\u5957\u5b89\u5168\u51c6\u5219&#xff0c;\u5c06\u662f\u4efb\u4f55\u56e2\u961f\u62e5\u62b1 AI \u65f6\u4ee3\u7684\u57fa\u77f3\u3002<\/p>\n<p>\u73b0\u5728&#xff0c;\u662f\u65f6\u5019\u5728\u4f60\u7684\u9879\u76ee\u91cc\u5f15\u5165\u8fd9\u4e9b\u80fd\u529b\u4e86\u3002\u4ece\u4e00\u4e24\u4e2a\u5c0f\u573a\u666f\u5f00\u59cb&#xff0c;\u9010\u6b65\u6269\u5927\u5e94\u7528\u8303\u56f4&#xff0c;\u4f60\u4f1a\u53d1\u73b0&#xff0c;AI \u8f85\u52a9\u5f00\u53d1\u7684\u771f\u6b63\u4ef7\u503c\u8fdc\u4e0d\u6b62\u751f\u6210\u4ee3\u7801\u90a3\u4e48\u7b80\u5355\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. \u5f15\u8a00&#xff1a;\u4ece\u804a\u5929\u5de5\u5177\u5230\u5de5\u7a0b\u57fa\u5ea7<br \/>\n2026 \u5e74&#xff0c;ChatGPT \u65e9\u5df2\u4e0d\u662f\u7b80\u5355\u7684\u95ee\u7b54\u673a\u5668\u4eba\u3002Plus\u3001Pro \u548c Codex \u7684\u7ec4\u5408\u6b63\u5728\u91cd\u5851\u4f01\u4e1a\u6280\u672f\u6808\u2014\u2014\u4ece\u81ea\u52a8\u5316\u6d4b\u8bd5\u3001\u4ee3\u7801\u5ba1\u67e5\u5230\u667a\u80fd\u8fd0\u7ef4&#xff0c;\u6a21\u578b\u80fd\u529b\u6b63\u88ab\u6df1\u5ea6\u5d4c\u5165\u8f6f\u4ef6\u5f00\u53d1\u751f\u547d\u5468\u671f\u3002\u7136\u800c&#xff0c;\u8bb8\u591a\u56e2\u961f\u4ecd\u505c\u7559\u5728\u201c\u628a ChatGPT \u5f53\u641c\u7d22\u5f15\u64ce\u7528\u201d\u7684\u9636\u6bb5&#xff0c;\u6ca1\u6709\u5145\u5206\u53d1\u6325\u5176\u5de5\u7a0b\u5316\u6f5c\u529b\u3002<br \/>\n\u672c\u6587\u805a\u7126\u5b9e\u9645\u4e1a\u52a1\u843d\u5730&#xff0c;\u4e0d\u662f\u6cdb\u6cdb\u800c\u8c08\u7684\u63d0\u793a\u8bcd\u6280\u5de7&#xff0c;\u800c\u662f\u5c06 Chat<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[175],"topic":[],"class_list":["post-93514","post","type-post","status-publish","format-standard","hentry","category-server","tag-chatgpt"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>ChatGPT Plus \/ Pro + Codex \u6280\u672f\u843d\u5730\u5b9e\u6218\u6307\u5357\uff082026\u5e748\u670812\u65e5\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/93514.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"ChatGPT Plus \/ Pro + Codex \u6280\u672f\u843d\u5730\u5b9e\u6218\u6307\u5357\uff082026\u5e748\u670812\u65e5\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"1. \u5f15\u8a00&#xff1a;\u4ece\u804a\u5929\u5de5\u5177\u5230\u5de5\u7a0b\u57fa\u5ea7 2026 \u5e74&#xff0c;ChatGPT \u65e9\u5df2\u4e0d\u662f\u7b80\u5355\u7684\u95ee\u7b54\u673a\u5668\u4eba\u3002Plus\u3001Pro \u548c Codex \u7684\u7ec4\u5408\u6b63\u5728\u91cd\u5851\u4f01\u4e1a\u6280\u672f\u6808\u2014\u2014\u4ece\u81ea\u52a8\u5316\u6d4b\u8bd5\u3001\u4ee3\u7801\u5ba1\u67e5\u5230\u667a\u80fd\u8fd0\u7ef4&#xff0c;\u6a21\u578b\u80fd\u529b\u6b63\u88ab\u6df1\u5ea6\u5d4c\u5165\u8f6f\u4ef6\u5f00\u53d1\u751f\u547d\u5468\u671f\u3002\u7136\u800c&#xff0c;\u8bb8\u591a\u56e2\u961f\u4ecd\u505c\u7559\u5728\u201c\u628a ChatGPT \u5f53\u641c\u7d22\u5f15\u64ce\u7528\u201d\u7684\u9636\u6bb5&#xff0c;\u6ca1\u6709\u5145\u5206\u53d1\u6325\u5176\u5de5\u7a0b\u5316\u6f5c\u529b\u3002 \u672c\u6587\u805a\u7126\u5b9e\u9645\u4e1a\u52a1\u843d\u5730&#xff0c;\u4e0d\u662f\u6cdb\u6cdb\u800c\u8c08\u7684\u63d0\u793a\u8bcd\u6280\u5de7&#xff0c;\u800c\u662f\u5c06 Chat\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/93514.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-12T10:16:47+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"12 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/93514.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/93514.html\",\"name\":\"ChatGPT Plus \/ Pro + Codex \u6280\u672f\u843d\u5730\u5b9e\u6218\u6307\u5357\uff082026\u5e748\u670812\u65e5\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-08-12T10:16:47+00:00\",\"dateModified\":\"2026-08-12T10:16:47+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/93514.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/93514.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/93514.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"ChatGPT Plus \/ Pro + Codex \u6280\u672f\u843d\u5730\u5b9e\u6218\u6307\u5357\uff082026\u5e748\u670812\u65e5\uff09\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"ChatGPT Plus \/ Pro + Codex \u6280\u672f\u843d\u5730\u5b9e\u6218\u6307\u5357\uff082026\u5e748\u670812\u65e5\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/93514.html","og_locale":"zh_CN","og_type":"article","og_title":"ChatGPT Plus \/ Pro + Codex \u6280\u672f\u843d\u5730\u5b9e\u6218\u6307\u5357\uff082026\u5e748\u670812\u65e5\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"1. \u5f15\u8a00&#xff1a;\u4ece\u804a\u5929\u5de5\u5177\u5230\u5de5\u7a0b\u57fa\u5ea7 2026 \u5e74&#xff0c;ChatGPT \u65e9\u5df2\u4e0d\u662f\u7b80\u5355\u7684\u95ee\u7b54\u673a\u5668\u4eba\u3002Plus\u3001Pro \u548c Codex \u7684\u7ec4\u5408\u6b63\u5728\u91cd\u5851\u4f01\u4e1a\u6280\u672f\u6808\u2014\u2014\u4ece\u81ea\u52a8\u5316\u6d4b\u8bd5\u3001\u4ee3\u7801\u5ba1\u67e5\u5230\u667a\u80fd\u8fd0\u7ef4&#xff0c;\u6a21\u578b\u80fd\u529b\u6b63\u88ab\u6df1\u5ea6\u5d4c\u5165\u8f6f\u4ef6\u5f00\u53d1\u751f\u547d\u5468\u671f\u3002\u7136\u800c&#xff0c;\u8bb8\u591a\u56e2\u961f\u4ecd\u505c\u7559\u5728\u201c\u628a ChatGPT \u5f53\u641c\u7d22\u5f15\u64ce\u7528\u201d\u7684\u9636\u6bb5&#xff0c;\u6ca1\u6709\u5145\u5206\u53d1\u6325\u5176\u5de5\u7a0b\u5316\u6f5c\u529b\u3002 \u672c\u6587\u805a\u7126\u5b9e\u9645\u4e1a\u52a1\u843d\u5730&#xff0c;\u4e0d\u662f\u6cdb\u6cdb\u800c\u8c08\u7684\u63d0\u793a\u8bcd\u6280\u5de7&#xff0c;\u800c\u662f\u5c06 Chat","og_url":"https:\/\/www.wsisp.com\/helps\/93514.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-08-12T10:16:47+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"12 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/93514.html","url":"https:\/\/www.wsisp.com\/helps\/93514.html","name":"ChatGPT Plus \/ Pro + Codex \u6280\u672f\u843d\u5730\u5b9e\u6218\u6307\u5357\uff082026\u5e748\u670812\u65e5\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-08-12T10:16:47+00:00","dateModified":"2026-08-12T10:16:47+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/93514.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/93514.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/93514.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"ChatGPT Plus \/ Pro + Codex \u6280\u672f\u843d\u5730\u5b9e\u6218\u6307\u5357\uff082026\u5e748\u670812\u65e5\uff09"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/93514","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=93514"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/93514\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=93514"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=93514"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=93514"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=93514"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}