{"id":849,"date":"2026-07-16T23:18:34","date_gmt":"2026-07-16T15:18:34","guid":{"rendered":"https:\/\/blog.itsmygo.uk\/2026\/07\/16\/%e7%94%a8-prompt-registry-%e7%ae%a1%e7%90%86%e4%bd%a0%e7%9a%84%e6%8f%90%e7%a4%ba%e8%a9%9e%e7%89%88%e6%9c%ac%ef%bc%9avibe-coder-%e5%bf%85%e7%9f%a5\/"},"modified":"2026-07-21T16:07:50","modified_gmt":"2026-07-21T08:07:50","slug":"%e7%94%a8-prompt-registry-%e7%ae%a1%e7%90%86%e4%bd%a0%e7%9a%84%e6%8f%90%e7%a4%ba%e8%a9%9e%e7%89%88%e6%9c%ac%ef%bc%9avibe-coder-%e5%bf%85%e7%9f%a5","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/07\/16\/%e7%94%a8-prompt-registry-%e7%ae%a1%e7%90%86%e4%bd%a0%e7%9a%84%e6%8f%90%e7%a4%ba%e8%a9%9e%e7%89%88%e6%9c%ac%ef%bc%9avibe-coder-%e5%bf%85%e7%9f%a5\/","title":{"rendered":"\u3010MLflow LLMs &amp; Agents \u5be6\u6230\u3011#03\u00a0\u7528 Prompt Registry \u7ba1\u7406\u4f60\u7684\u63d0\u793a\u8a5e\u7248\u672c\uff1aVibe Coder \u5fc5\u77e5"},"content":{"rendered":"\n<div id=\"quiz-d2702418\">\n<style>\n#quiz-d2702418 .question { background: white; border-radius: 8px; padding: 20px; margin: 20px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1); }#quiz-d2702418 .question h3 { margin-top: 0; color: #333; }#quiz-d2702418 .options { list-style: none; padding: 0; }#quiz-d2702418 .options li { padding: 12px 15px; margin: 8px 0; border: 2px solid #ddd; border-radius: 6px; cursor: pointer; transition: all 0.2s; }#quiz-d2702418 .options li:hover:not(.disabled) { border-color: #4caf50; background: #f0fff0; }#quiz-d2702418 .options li.correct { border-color: #4caf50; background: #e8f5e9; }#quiz-d2702418 .options li.wrong { border-color: #f44336; background: #ffebee; }#quiz-d2702418 .options li.disabled { cursor: default; opacity: 0.7; }#quiz-d2702418 .options li.show-answer { border-color: #4caf50; background: #e8f5e9; }#quiz-d2702418 .feedback { margin-top: 15px; padding: 12px; border-radius: 6px; display: none; }#quiz-d2702418 .feedback.correct { background: #e8f5e9; color: #2e7d32; display: block; }#quiz-d2702418 .feedback.wrong { background: #ffebee; color: #c62828; display: block; }#quiz-d2702418 .score { text-align: center; font-size: 1.5em; padding: 20px; background: white; border-radius: 8px; margin-top: 20px; }#quiz-d2702418 .code-block { background: #1e1e1e; color: #d4d4d4; padding: 14px; border-radius: 6px; font-family: \"Monaco\", \"Consolas\", \"Courier New\", monospace; font-size: 0.9em; overflow-x: auto; margin: 12px 0; white-space: pre-wrap; }\n<\/style>\n<h1>\u6e2c\u9a57\uff1a\u7528 Prompt Registry \u7ba1\u7406\u4f60\u7684\u63d0\u793a\u8a5e\u7248\u672c<\/h1>\n    <p>\u5171 5 \u984c\uff0c\u9ede\u9078\u7b54\u6848\u5f8c\u6703\u7acb\u5373\u986f\u793a\u7d50\u679c<\/p>\n\n    <div class=\"question\" id=\"q1\">\n      <h3>1. \u6587\u7ae0\u628a MLflow Prompt Registry \u6bd4\u55bb\u6210\u4ec0\u9ebc\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(1, 'A', 'B')\">A. \u63d0\u793a\u8a5e\u7684\u8cc7\u6599\u5eab\u5099\u4efd\u5de5\u5177<\/li>\n        <li onclick=\"checkAnswer(1, 'B', 'B')\">B. \u63d0\u793a\u8a5e\u7684 Git\uff08\u7248\u672c\u63a7\u5236\uff09<\/li>\n        <li onclick=\"checkAnswer(1, 'C', 'B')\">C. \u63d0\u793a\u8a5e\u7684\u7ffb\u8b6f\u5668<\/li>\n        <li onclick=\"checkAnswer(1, 'D', 'B')\">D. \u63d0\u793a\u8a5e\u7684\u52a0\u5bc6\u4fdd\u96aa\u7bb1<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb1\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q2\">\n      <h3>2. \u95dc\u65bc version \u8207 alias \u7684\u95dc\u4fc2\uff0c\u4e0b\u5217\u6558\u8ff0\u4f55\u8005\u6b63\u78ba\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(2, 'A', 'C')\">A. version \u53ef\u4ee5\u96a8\u6642\u79fb\u52d5\uff0calias \u8a3b\u518a\u5f8c\u56fa\u5b9a\u4e0d\u8b8a<\/li>\n        <li onclick=\"checkAnswer(2, 'B', 'C')\">B. version \u548c alias \u90fd\u662f\u4e0d\u53ef\u8b8a\u7684<\/li>\n        <li onclick=\"checkAnswer(2, 'C', 'C')\">C. version \u4e0d\u53ef\u8b8a\uff08\u56fa\u5b9a\u4f4f\uff09\uff0calias \u53ef\u79fb\u52d5\uff08\u53ef\u6539\u6307\u5411\u5225\u7684\u7248\u672c\uff09<\/li>\n        <li onclick=\"checkAnswer(2, 'D', 'C')\">D. version \u548c alias \u662f\u540c\u4e00\u500b\u6771\u897f\u7684\u5169\u500b\u540d\u5b57<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb2\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q3\">\n      <h3>3. \u4e0b\u9762\u9019\u500b URI \u4ee3\u8868\u4ec0\u9ebc\u610f\u601d\uff1f<\/h3>\n      <div class=\"code-block\">prompts:\/article-summarizer@production<\/div>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(3, 'A', 'A')\">A. \u8f09\u5165 article-summarizer \u9019\u500b prompt \u4e2d production alias \u6240\u6307\u5411\u7684\u7248\u672c<\/li>\n        <li onclick=\"checkAnswer(3, 'B', 'A')\">B. \u8f09\u5165\u540d\u70ba production \u7684\u7b2c\u4e00\u500b\u7248\u672c<\/li>\n        <li onclick=\"checkAnswer(3, 'C', 'A')\">C. \u628a article-summarizer \u90e8\u7f72\u5230 production \u74b0\u5883<\/li>\n        <li onclick=\"checkAnswer(3, 'D', 'A')\">D. \u522a\u9664 article-summarizer \u7684 production \u6a19\u7c64<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb3\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q4\">\n      <h3>4. \u70ba\u4ec0\u9ebc\u6587\u7ae0\u5efa\u8b70\u61c9\u7528\u7a0b\u5f0f\u7528 alias\uff08\u5982 @production\uff09\u53d6\u7528\uff0c\u800c\u4e0d\u662f\u5beb\u6b7b\u7248\u672c\u865f\uff08\u5982 \/7\uff09\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(4, 'A', 'D')\">A. alias \u8f09\u5165\u901f\u5ea6\u6bd4\u8f03\u5feb<\/li>\n        <li onclick=\"checkAnswer(4, 'B', 'D')\">B. \u5beb\u6b7b\u7248\u672c\u865f\u6703\u8b93 prompt \u7121\u6cd5\u88ab\u8a55\u4f30<\/li>\n        <li onclick=\"checkAnswer(4, 'C', 'D')\">C. alias \u53ef\u4ee5\u52a0\u5bc6 prompt \u5167\u5bb9<\/li>\n        <li onclick=\"checkAnswer(4, 'D', 'D')\">D. \u4e0a\u7dda\u65b0\u7248\u6642\u53ea\u8981\u79fb\u52d5 alias\uff0c\u61c9\u7528\u7a0b\u5f0f\u4e0d\u7528\u6539 code\u3001\u4e0d\u7528\u91cd\u65b0\u90e8\u7f72<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb4\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q5\">\n      <h3>5. \u6587\u7ae0\u63cf\u8ff0\u7684\u5065\u5eb7 prompt \u8fed\u4ee3\u5de5\u4f5c\u6d41\u9806\u5e8f\u662f\u4ec0\u9ebc\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(5, 'A', 'B')\">A. \u5347 alias \u2192 \u6539 prompt \u2192 \u8a55\u4f30 \u2192 \u6bd4\u8f03<\/li>\n        <li onclick=\"checkAnswer(5, 'B', 'B')\">B. \u6539 prompt\uff08\u8a3b\u518a\u65b0\u7248\uff09\u2192 \u8a55\u4f30 \u2192 \u6bd4\u8f03 \u2192 \u5347 alias<\/li>\n        <li onclick=\"checkAnswer(5, 'C', 'B')\">C. \u8a55\u4f30 \u2192 \u6539 prompt \u2192 \u5347 alias \u2192 \u6bd4\u8f03<\/li>\n        <li onclick=\"checkAnswer(5, 'D', 'B')\">D. \u6bd4\u8f03 \u2192 \u5347 alias \u2192 \u6539 prompt \u2192 \u8a55\u4f30<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb5\"><\/div>\n    <\/div>\n\n    <div class=\"score\" id=\"score\" style=\"display:none;\"><\/div>\n<script>\n\n      let answered = 0;\n      let correct = 0;\n      const total = 5;\n      const explanations = {\n        1: \"Prompt Registry \u5c31\u662f\u300c\u63d0\u793a\u8a5e\u7684 Git\u300d\uff0c\u628a prompt \u8b8a\u6210\u6709\u7248\u672c\u865f\u3001commit message\u3001alias \u6a19\u7c64\u7684\u53d7\u7ba1\u63a7\u8cc7\u7522\u3002\",\n        2: \"version \u8a3b\u518a\u5f8c\u5c31\u56fa\u5b9a\u4f4f\uff08\u4e0d\u53ef\u8b8a\uff09\uff0calias \u662f\u53ef\u79fb\u52d5\u7684\u6a19\u7c64\u2014\u2014\u4eca\u5929\u6307\u5411 v3\uff0c\u660e\u5929\u53ef\u4ee5\u6539\u6307 v5\u3002\u9019\u662f\u53d6\u7528\u6642\u7528 alias \u7684\u57fa\u790e\u3002\",\n        3: \"URI \u88e1 @ \u4ee3\u8868\u7528 alias \u53d6\u7528\u3002@production \u6703\u8f09\u5165 production \u9019\u500b\u6a19\u7c64\u76ee\u524d\u6307\u5411\u7684\u7248\u672c\uff0c\u61c9\u7528\u7a0b\u5f0f\u4e0d\u9700\u77e5\u9053\u5e95\u4e0b\u662f\u7b2c\u5e7e\u7248\u3002\",\n        4: \"\u7528 alias \u7684\u6700\u5927\u597d\u8655\uff1a\u60f3\u4e0a\u7dda\u65b0\u7248 prompt\uff0c\u53ea\u8981\u628a alias \u79fb\u5230\u65b0\u7248\u672c\uff0c\u61c9\u7528\u7a0b\u5f0f\u4e00\u884c code \u90fd\u4e0d\u7528\u6539\u4e5f\u4e0d\u7528\u91cd\u65b0\u90e8\u7f72\uff1b\u56de\u6efe\u4e5f\u53ea\u662f\u628a alias \u79fb\u56de\u820a\u7248\u3002\",\n        5: \"\u5065\u5eb7\u8fed\u4ee3\u662f\u300c\u6539 prompt\uff08\u8a3b\u518a\u6210\u65b0\u7248\u672c\uff09\u2192 \u5c0d\u65b0\u7248\u8dd1\u8a55\u4f30 \u2192 \u6bd4\u8f03\u5206\u6578 \u2192 \u65b0\u7248\u66f4\u597d\u624d\u5347 production alias\u300d\uff0c\u6bcf\u6b65\u90fd\u6709\u6578\u64da\u53ef\u56de\u6eaf\u3002\",\n      };\n\n      function checkAnswer(qNum, selected, correctAns) {\n        const question = document.getElementById(\"q\" + qNum);\n        if (question.classList.contains(\"answered\")) return;\n        question.classList.add(\"answered\");\n        answered++;\n        const options = question.querySelectorAll(\".options li\");\n        options.forEach((opt) => {\n          opt.classList.add(\"disabled\");\n          if (opt.textContent.startsWith(correctAns + \".\")) opt.classList.add(\"show-answer\");\n        });\n        const feedback = document.getElementById(\"fb\" + qNum);\n        if (selected === correctAns) {\n          correct++;\n          feedback.className = \"feedback correct\";\n          feedback.innerHTML = \"\u2713 \u6b63\u78ba\uff01\" + explanations[qNum];\n        } else {\n          feedback.className = \"feedback wrong\";\n          feedback.innerHTML = \"\u2717 \u932f\u8aa4\u3002\u6b63\u78ba\u7b54\u6848\u662f \" + correctAns + \"\u3002\" + explanations[qNum];\n          options.forEach((opt) => {\n            if (opt.textContent.startsWith(selected + \".\")) opt.classList.add(\"wrong\");\n          });\n        }\n        if (answered === total) {\n          const scoreDiv = document.getElementById(\"score\");\n          scoreDiv.style.display = \"block\";\n          scoreDiv.innerHTML = \"\u6e2c\u9a57\u5b8c\u6210\uff01\u5f97\u5206\uff1a\" + correct + \" \/ \" + total +\n            (correct === total ? \" \ud83c\udf89 \u5168\u5c0d\uff01\" : correct >= Math.ceil(total * 0.6) ? \" \ud83d\udc4d \u4e0d\u932f\uff01\" : \" \ud83d\udcda \u518d\u8907\u7fd2\u4e00\u4e0b\u5427\");\n        }\n      }\n    \n<\/script>\n<\/div>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u3010MLflow LLMs &#038; Agents \u5be6\u6230\u3011\u7cfb\u5217 #03\uff08\u5171 4 \u7bc7\uff09\uff5c\u96e3\u5ea6\uff1aL3-\u719f\u7df4<br>\u524d\u7f6e\uff1a\u672c\u7cfb\u5217 #01\uff08Tracing\uff09\u3001#02\uff08\u8a55\u4f30\uff09\uff0b \u57fa\u672c Python<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u53e5\u8a71\u8aaa\u660e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Prompt Registry \u5c31\u662f\u300c\u63d0\u793a\u8a5e\u7684 Git\u300d<\/strong>\u2014\u2014\u628a\u4f60\u9935\u7d66 LLM \u7684\u90a3\u6bb5 prompt \u5f9e\u7a0b\u5f0f\u78bc\u88e1\u62c9\u51fa\u4f86\uff0c\u8b8a\u6210\u4e00\u500b\u6709\u7248\u672c\u865f\u3001\u6709 commit message\u3001\u6709 <code>production<\/code> \/ <code>staging<\/code> \u6a19\u7c64\u7684\u6771\u897f\uff0c\u8b93\u4f60\u96a8\u6642\u80fd\u56de\u7b54\uff1a\u300c\u9019\u500b\u721b\u8f38\u51fa\uff0c\u5230\u5e95\u662f\u54ea\u4e00\u7248 prompt \u7522\u751f\u7684\uff1f\u300d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u7684 AI \u52a9\u624b\u628a prompt \u76f4\u63a5\u7528\u4e00\u5927\u5768\u5b57\u4e32\u786c\u585e\u5728\u7a0b\u5f0f\u78bc\u4e2d\u9593\uff08hardcode\uff09\uff0c\u90a3\u6bcf\u6b21\u6539\u5b57\u3001\u6bd4\u8f03\u6548\u679c\u3001\u56de\u6efe\uff0c\u5168\u90fd\u8981\u9760\u7ffb git log \u731c\u2014\u2014\u9019\u6b63\u662f Prompt Registry \u8981\u89e3\u6c7a\u7684\u75db\u9ede\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u70ba\u4ec0\u9ebc prompt \u9700\u8981\u7248\u672c\u63a7\u5236\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u8b1b\u6e05\u695a\u554f\u984c\uff0c\u4f60\u624d\u77e5\u9053\u9019\u7bc7\u5728\u6551\u4ec0\u9ebc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 LLM \u61c9\u7528\u88e1\uff0c<strong>prompt \u5c31\u662f\u4f60\u7684\u6838\u5fc3\u908f\u8f2f<\/strong>\u3002\u6539\u4e00\u53e5\u300c\u8acb\u7528\u689d\u5217\u5f0f\u56de\u7b54\u300d\u53ef\u80fd\u8b93\u8f38\u51fa\u54c1\u8cea\u5929\u5dee\u5730\u9060\u3002\u4f46 prompt \u5e38\u898b\u7684\u4e0b\u5834\u662f\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-1\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># \ud83d\udea9 \u5178\u578b\u7684\u300cprompt \u57cb\u5728\u7a0b\u5f0f\u78bc\u88e1\u300d\u5beb\u6cd5<\/span>\ndef summarize(article: str) -&gt; str:\n    prompt = f<span class=\"hljs-string\">\"\u4f60\u662f\u5c08\u696d\u7de8\u8f2f\uff0c\u8acb\u628a\u4ee5\u4e0b\u6587\u7ae0\u7e2e\u6210\u4e09\u9ede\u91cd\u9ede\uff1a\\n{article}\"<\/span>\n    <span class=\"hljs-keyword\">return<\/span> call_llm(prompt)\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-1\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u9019\u6a23\u5beb\uff0c\u6703\u9047\u5230\u4e09\u500b\u554f\u984c\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n\n<li><strong>\u7121\u6cd5\u56de\u6eaf<\/strong>\uff1a\u4e0a\u9031\u8f38\u51fa\u54c1\u8cea\u597d\uff0c\u9019\u9031\u8b8a\u5dee\uff0c\u662f\u8ab0\u6539\u4e86 prompt\uff1f\u6539\u4e86\u4ec0\u9ebc\uff1f\u6c92\u4eba\u8aaa\u5f97\u6e96\u3002<\/li>\n\n\n<li><strong>\u7121\u6cd5\u6bd4\u8f03<\/strong>\uff1a\u60f3 A\/B \u6e2c\u5169\u500b\u7248\u672c\u7684 prompt\uff0c\u5f97\u540c\u6642\u7dad\u8b77\u5169\u4efd\u7a0b\u5f0f\u78bc\u3002<\/li>\n\n\n<li><strong>\u7121\u6cd5\u5b89\u5168\u56de\u6efe<\/strong>\uff1a\u767c\u73fe\u65b0 prompt \u6709\u554f\u984c\uff0c\u60f3\u9000\u56de\u820a\u7248\uff0c\u53ea\u80fd\u7ffb git \u786c\u627e\u3002<\/li>\n\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Prompt Registry \u628a prompt \u8b8a\u6210<strong>\u53d7\u7ba1\u63a7\u7684\u8cc7\u7522<\/strong>\uff1a\u6bcf\u6b21\u6539\u52d5\u90fd\u6709\u7248\u672c\u865f\u3001\u53ef\u4ee5\u6253\u6a19\u7c64\u3001\u53ef\u4ee5\u642d\u914d #02 \u7684\u8a55\u4f30\u5206\u6578\u4e00\u8d77\u770b\uff0c\u5f62\u6210\u300c\u6539 \u2192 \u8a55\u4f30 \u2192 \u6bd4\u8f03 \u2192 \u4e0a\u7dda\u300d\u7684\u9589\u74b0\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u500b\u5fc5\u61c2\u7684\u540d\u8a5e\uff08\u5148\u8a8d\u5f97\uff0c\u518d\u770b code\uff09<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8b80 Prompt Registry \u7684\u7a0b\u5f0f\u78bc\u524d\uff0c\u5148\u628a\u9019\u56db\u500b\u8a5e\u5c0d\u4e0a\u767d\u8a71\uff0c\u5f8c\u9762 code \u5c31\u597d\u61c2\u4e86\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>\u540d\u8a5e<\/th>\n<th>\u767d\u8a71<\/th>\n<th>\u985e\u6bd4 Git<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>template<\/strong><\/td>\n<td>\u4e00\u6bb5\u6709\u8b8a\u6578\u7a7a\u683c\u7684 prompt \u7bc4\u672c<\/td>\n<td>\u4e00\u500b repo\uff08\u6a94\u6848\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>version<\/strong><\/td>\n<td>\u6bcf\u6b21\u8a3b\u518a\u81ea\u52d5 +1 \u7684\u7248\u672c\u865f\uff081, 2, 3\u2026\uff09<\/td>\n<td>\u4e00\u500b commit<\/td>\n<\/tr>\n<tr>\n<td><strong>alias<\/strong><\/td>\n<td>\u8cbc\u5728\u67d0\u500b\u7248\u672c\u4e0a\u7684\u6a19\u7c64\uff0c\u5982 <code>production<\/code><\/td>\n<td>\u4e00\u500b\u6703\u79fb\u52d5\u7684 tag \/ \u5206\u652f\u6307\u6a19<\/td>\n<\/tr>\n<tr>\n<td><strong>commit message<\/strong><\/td>\n<td>\u9019\u6b21\u6539\u52d5\u7684\u8aaa\u660e<\/td>\n<td>git commit \u7684\u8a0a\u606f<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u2705 <strong>\u5fc5\u770b\u61c2<\/strong>\uff1atemplate\uff08\u7bc4\u672c\uff09\u3001version\uff08\u7248\u672c\u865f\uff09\u3001alias\uff08\u5225\u540d\u6a19\u7c64\uff09\u2014\u2014\u9019\u4e09\u500b\u662f\u6bcf\u5929\u90fd\u6703\u78b0\u7684\u3002 \ud83d\udccc <strong>\u77e5\u9053\u5c31\u597d<\/strong>\uff1acommit message\uff0c\u9047\u5230\u518d\u586b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u95dc\u9375\u76f4\u89ba\uff1a<strong>version \u662f\u4e0d\u53ef\u8b8a\u7684<\/strong>\uff08\u8a3b\u518a\u4e86\u5c31\u56fa\u5b9a\u4f4f\uff09\uff0c<strong>alias \u662f\u53ef\u79fb\u52d5\u7684<\/strong>\uff08\u4eca\u5929\u6307\u5411 v3\uff0c\u660e\u5929\u53ef\u4ee5\u6539\u6307 v5\uff09\u3002\u7a0b\u5f0f\u78bc\u88e1\u300c\u7528\u54ea\u4e00\u7248\u300d\u901a\u5e38\u662f\u900f\u904e alias \u53d6\u7528\uff0c\u800c\u4e0d\u662f\u5beb\u6b7b\u7248\u672c\u865f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u6700\u5c0f\u7bc4\u4f8b\uff1a\u8a3b\u518a\u4e00\u500b prompt<\/h2>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-2\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">import mlflow\n\nprompt = mlflow.genai.register_prompt(\n    name=<span class=\"hljs-string\">\"article-summarizer\"<\/span>,\n    template=<span class=\"hljs-string\">\"\u4f60\u662f\u5c08\u696d\u7de8\u8f2f\uff0c\u8acb\u628a\u4ee5\u4e0b\u6587\u7ae0\u7e2e\u6210\u4e09\u9ede\u91cd\u9ede\uff1a\\n\\n{{ article }}\"<\/span>,\n    commit_message=<span class=\"hljs-string\">\"\u521d\u7248\uff1a\u4e09\u9ede\u91cd\u9ede\u6458\u8981\"<\/span>,\n)\n\n<span class=\"hljs-keyword\">print<\/span>(prompt.name)     <span class=\"hljs-comment\"># article-summarizer<\/span>\n<span class=\"hljs-keyword\">print<\/span>(prompt.version)  <span class=\"hljs-comment\"># 1<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-2\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9019\u5728\u5e79\u561b<\/strong>\uff1a\u628a\u4e00\u6bb5 prompt \u7bc4\u672c\u5b58\u9032 MLflow\uff0c\u53d6\u540d\u53eb <code>article-summarizer<\/code>\u3002MLflow \u81ea\u52d5\u7d66\u5b83\u7248\u672c\u865f <code>1<\/code>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9010\u884c\u7ffb\u8b6f\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-3\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">prompt = mlflow.genai.register_prompt(   <span class=\"hljs-comment\"># \u8a3b\u518a\u4e00\u500b prompt \u5230 registry<\/span>\n    name=<span class=\"hljs-string\">\"article-summarizer\"<\/span>,           <span class=\"hljs-comment\"># \u9019\u500b prompt \u7684\u540d\u5b57\uff08\u50cf\u6a94\u540d\uff09<\/span>\n    template=<span class=\"hljs-string\">\"...{{ article }}\"<\/span>,          <span class=\"hljs-comment\"># \u7bc4\u672c\u672c\u9ad4\uff0c{{ article }} \u662f\u5f85\u586b\u8b8a\u6578<\/span>\n    commit_message=<span class=\"hljs-string\">\"\u521d\u7248\uff1a\u4e09\u9ede\u91cd\u9ede\u6458\u8981\"<\/span>,   <span class=\"hljs-comment\"># \u9019\u6b21\u6539\u52d5\u7684\u8aaa\u660e\uff08\u50cf git commit\uff09<\/span>\n)\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-3\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u6ce8\u610f template \u88e1\u7684 <code>{{ article }}<\/code>\u2014\u2014<strong>\u96d9\u5927\u62ec\u865f\u5305\u8d77\u4f86\u7684\u662f\u300c\u8b8a\u6578\u63d2\u69fd\u300d<\/strong>\uff0c\u4ee3\u8868\u300c\u9019\u88e1\u4e4b\u5f8c\u6703\u586b\u6771\u897f\u9032\u53bb\u300d\u3002\u9019\u662f MLflow prompt \u7528\u7684\u8b8a\u6578\u8a9e\u6cd5\uff08\u8ddf Python f-string \u7684\u55ae\u5927\u62ec\u865f <code>{article}<\/code> \u4e0d\u4e00\u6a23\uff0c\u5225\u641e\u6df7\uff09\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u8f09\u5165\u4e26\u586b\u5165\u8b8a\u6578<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a3b\u518a\u53ea\u662f\u5b58\u8d77\u4f86\uff0c\u771f\u6b63\u7528\u7684\u6642\u5019\u8981<strong>\u8f09\u5165 + \u586b\u8b8a\u6578<\/strong>\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-4\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># \u8f09\u5165\u6700\u65b0\u7248<\/span>\nprompt = mlflow.genai.load_prompt(<span class=\"hljs-string\">\"prompts:\/article-summarizer\/1\"<\/span>)\n\n<span class=\"hljs-comment\"># \u628a\u8b8a\u6578\u586b\u9032\u53bb\uff0c\u8b8a\u6210\u771f\u6b63\u8981\u9001\u7d66 LLM \u7684\u5b57\u4e32<\/span>\nfinal_prompt = prompt.format(article=<span class=\"hljs-string\">\"MLflow \u662f\u4e00\u500b\u958b\u6e90\u7684 ML \u751f\u547d\u9031\u671f\u5e73\u53f0\u2026\u2026\"<\/span>)\n\n<span class=\"hljs-keyword\">print<\/span>(final_prompt)\n<span class=\"hljs-comment\"># \u4f60\u662f\u5c08\u696d\u7de8\u8f2f\uff0c\u8acb\u628a\u4ee5\u4e0b\u6587\u7ae0\u7e2e\u6210\u4e09\u9ede\u91cd\u9ede\uff1a<\/span>\n<span class=\"hljs-comment\">#<\/span>\n<span class=\"hljs-comment\"># MLflow \u662f\u4e00\u500b\u958b\u6e90\u7684 ML \u751f\u547d\u9031\u671f\u5e73\u53f0\u2026\u2026<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-4\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9019\u5728\u5e79\u561b<\/strong>\uff1a<code>load_prompt<\/code> \u628a\u7b2c 1 \u7248\u62c9\u51fa\u4f86\uff0c<code>.format(...)<\/code> \u628a <code>{{ article }}<\/code> \u63db\u6210\u771f\u5be6\u5167\u5bb9\uff0c\u7522\u51fa\u6700\u7d42\u8981\u9935\u7d66 LLM \u7684\u5b8c\u6574\u5b57\u4e32\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u90a3\u4e32 <code>\"prompts:\/article-summarizer\/1\"<\/code> \u662f MLflow \u7684 <strong>URI\uff08\u7d71\u4e00\u8cc7\u6e90\u4f4d\u5740\uff09<\/strong>\uff0c\u62c6\u958b\u770b\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-5\" data-shcb-language-name=\"JavaScript\" data-shcb-language-slug=\"javascript\"><span><code class=\"hljs language-javascript\">prompts:<span class=\"hljs-regexp\">\/article-summarizer\/<\/span><span class=\"hljs-number\">1<\/span>\n   \u2502            \u2502           \u2502\n   \u5354\u5b9a        prompt \u540d    \u7248\u672c or alias\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-5\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">JavaScript<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">javascript<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u2705 <strong>\u5fc5\u770b\u61c2<\/strong>\uff1a<code>prompts:\/\u540d\u5b57\/\u7248\u672c<\/code> \u9019\u500b\u683c\u5f0f\u3002\u6700\u5f8c\u90a3\u683c\u53ef\u4ee5\u662f\u7248\u672c\u865f\uff08<code>\/1<\/code>\uff09\uff0c\u4e5f\u53ef\u4ee5\u662f alias\uff08<code>\/production<\/code>\uff09\u2014\u2014\u9019\u662f\u91cd\u9ede\uff0c\u4e0b\u4e00\u6bb5\u8b1b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7528 alias \u53d6\u7528\u7248\u672c\uff08\u91cd\u9ede\uff01\uff09<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u76f4\u63a5\u5728\u7a0b\u5f0f\u78bc\u5beb\u6b7b <code>\/1<\/code>\u3001<code>\/2<\/code> \u5f88\u8106\u5f31\u2014\u2014\u6bcf\u6b21\u4e0a\u7dda\u65b0\u7248\u90fd\u5f97\u6539 code \u518d\u90e8\u7f72\u3002\u6b63\u89e3\u662f\u7528 <strong>alias<\/strong>\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-6\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># \u628a production \u9019\u500b\u6a19\u7c64\u8cbc\u5230\u7b2c 3 \u7248<\/span>\nmlflow.genai.set_prompt_alias(\n    name=<span class=\"hljs-string\">\"article-summarizer\"<\/span>,\n    alias=<span class=\"hljs-string\">\"production\"<\/span>,\n    version=<span class=\"hljs-number\">3<\/span>,\n)\n\n<span class=\"hljs-comment\"># \u61c9\u7528\u7a0b\u5f0f\u88e1\u6c38\u9060\u9019\u6a23\u8f09\u5165\uff0c\u4e0d\u5beb\u6b7b\u7248\u672c\u865f<\/span>\nprompt = mlflow.genai.load_prompt(<span class=\"hljs-string\">\"prompts:\/article-summarizer@production\"<\/span>)\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-6\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9019\u5728\u5e79\u561b<\/strong>\uff1a\u5148\u628a <code>production<\/code> \u6a19\u7c64\u8cbc\u5230\u7b2c 3 \u7248\uff1b\u4e4b\u5f8c\u61c9\u7528\u7a0b\u5f0f\u53ea\u8a8d <code>@production<\/code>\uff0c\u5b8c\u5168\u4e0d\u77e5\u9053\u5e95\u4e0b\u662f\u7b2c\u5e7e\u7248\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6ce8\u610f URI \u7684\u5dee\u5225\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><code>prompts:\/\u540d\u5b57\/3<\/code> \u2192 \u7528<strong>\u7248\u672c\u865f<\/strong>\uff08\u659c\u7dda <code>\/<\/code>\uff09<\/li>\n\n\n<li><code>prompts:\/\u540d\u5b57@production<\/code> \u2192 \u7528<strong>alias<\/strong>\uff08\u5c0f\u8001\u9f20 <code>@<\/code>\uff09<\/li>\n\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u597d\u8655\uff1a\u60f3\u4e0a\u7dda\u65b0\u7248 prompt\uff0c\u53ea\u8981\u628a <code>production<\/code> alias \u79fb\u5230\u65b0\u7248\u672c\uff0c<strong>\u61c9\u7528\u7a0b\u5f0f\u4e00\u884c code \u90fd\u4e0d\u7528\u6539\u3001\u4e0d\u7528\u91cd\u65b0\u90e8\u7f72<\/strong>\u3002\u60f3\u56de\u6efe\uff1f\u628a alias \u79fb\u56de\u820a\u7248\u5c31\u597d\u3002\u9019\u5c31\u662f\u70ba\u4ec0\u9ebc\u300c\u7528 alias \u53d6\u7528\u300d\u662f\u6700\u4f73\u5be6\u52d9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e38\u898b alias \u6163\u4f8b\uff1a<code>production<\/code>\uff08\u6b63\u5f0f\u4e0a\u7dda\uff09\u3001<code>staging<\/code>\uff08\u6e2c\u8a66\u4e2d\uff09\u3001<code>champion<\/code> \/ <code>challenger<\/code>\uff08A\/B \u5c0d\u7167\uff09\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u628a prompt \u7248\u672c\u7d81\u5230 trace \/ run<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u662f Prompt Registry \u771f\u6b63\u767c\u5a01\u7684\u5730\u65b9\uff0c\u4e5f\u662f\u63a5\u7e8c #01 Tracing \u7684\u95dc\u9375\uff1a<strong>\u7576\u4f60\u8f09\u5165\u7684 prompt \u88ab\u7528\u4f86\u547c\u53eb LLM\uff0cMLflow \u6703\u81ea\u52d5\u628a\u300c\u7528\u4e86\u54ea\u4e00\u7248 prompt\u300d\u8a18\u9032 trace<\/strong>\u3002<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-7\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">import mlflow\n\nmlflow.openai.autolog()  <span class=\"hljs-comment\"># \u958b\u555f\u81ea\u52d5\u8ffd\u8e64\uff08\u898b #01\uff09<\/span>\n\nprompt = mlflow.genai.load_prompt(<span class=\"hljs-string\">\"prompts:\/article-summarizer@production\"<\/span>)\n\n<span class=\"hljs-comment\"># \u9019\u6b21\u547c\u53eb\u7684 trace \u6703\u81ea\u52d5\u95dc\u806f\u5230 production \u6307\u5411\u7684\u90a3\u500b\u7248\u672c<\/span>\nresponse = call_llm(prompt.format(article=<span class=\"hljs-string\">\"\u2026\u2026\"<\/span>))\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-7\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9019\u5728\u5e79\u561b<\/strong>\uff1a\u56e0\u70ba prompt \u662f\u5f9e registry \u8f09\u5165\u7684\uff0cMLflow \u77e5\u9053\u5b83\u7684\u8eab\u5206\uff0c\u6703\u5728\u9019\u6b21\u547c\u53eb\u7684 trace \u4e0a\u6a19\u8a18\u300c\u672c\u6b21\u4f7f\u7528 article-summarizer v3\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65bc\u662f\u4f60\u5c31\u80fd\u56de\u7b54\u90a3\u500b\u81f4\u547d\u554f\u984c\uff1a<strong>\u300c\u9019\u500b\u5947\u602a\u7684\u8f38\u51fa\uff0c\u662f\u54ea\u4e00\u7248 prompt \u7522\u751f\u7684\uff1f\u300d<\/strong> \u6253\u958b MLflow UI \u7684\u90a3\u689d trace\uff0c\u7248\u672c\u865f\u5beb\u5728\u4e0a\u9762\u3002\u4e0d\u7528\u518d\u731c\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b8c\u6574\u8fed\u4ee3\u5de5\u4f5c\u6d41\uff1a\u6539 \u2192 \u8a55\u4f30 \u2192 \u6bd4\u8f03 \u2192 \u5347 alias<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u628a #02\uff08\u8a55\u4f30\uff09\u548c\u672c\u7bc7\u4e32\u8d77\u4f86\uff0c\u4e00\u500b\u5065\u5eb7\u7684 prompt \u8fed\u4ee3\u9577\u9019\u6a23\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-8\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># 1. \u6539 prompt\uff0c\u8a3b\u518a\u6210\u65b0\u7248\u672c\uff08\u4e0d\u8986\u84cb\u820a\u7684\uff0cversion \u81ea\u52d5\u8b8a 4\uff09<\/span>\nnew_prompt = mlflow.genai.register_prompt(\n    name=<span class=\"hljs-string\">\"article-summarizer\"<\/span>,\n    template=<span class=\"hljs-string\">\"\u4f60\u662f\u5c08\u696d\u7de8\u8f2f\uff0c\u8acb\u7528\u7e41\u9ad4\u4e2d\u6587\u628a\u6587\u7ae0\u7e2e\u6210\u4e09\u9ede\uff0c\u6bcf\u9ede\u4e0d\u8d85\u904e 20 \u5b57\uff1a\\n\\n{{ article }}\"<\/span>,\n    commit_message=<span class=\"hljs-string\">\"\u9650\u5236\u6bcf\u9ede\u5b57\u6578\uff0c\u907f\u514d\u5197\u9577\"<\/span>,\n)\n\n<span class=\"hljs-comment\"># 2. \u5c0d\u65b0\u7248\u672c\u8dd1\u8a55\u4f30\uff08\u898b #02\uff09\uff0c\u62ff\u5230\u5206\u6578<\/span>\nresults = mlflow.genai.evaluate(\n    data=eval_dataset,\n    predict_fn=lambda article: call_llm(new_prompt.format(article=article)),\n    scorers=&#91;relevance_scorer, conciseness_scorer],\n)\n\n<span class=\"hljs-comment\"># 3. \u6bd4\u8f03 v3\uff08\u73fe\u4efb production\uff09vs v4 \u7684\u8a55\u4f30\u5206\u6578<\/span>\n<span class=\"hljs-comment\">#    \u2192 \u5728 MLflow UI \u4e26\u6392\u770b\u5169\u500b run \u7684\u6307\u6a19<\/span>\n\n<span class=\"hljs-comment\"># 4. \u65b0\u7248\u66f4\u597d\uff0c\u624d\u628a production alias \u5347\u4e0a\u53bb<\/span>\nmlflow.genai.set_prompt_alias(\n    name=<span class=\"hljs-string\">\"article-summarizer\"<\/span>,\n    alias=<span class=\"hljs-string\">\"production\"<\/span>,\n    version=<span class=\"hljs-number\">4<\/span>,\n)\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-8\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u6574\u500b\u6d41\u7a0b\u7684\u50f9\u503c\uff1a<strong>\u6bcf\u4e00\u7248 prompt \u90fd\u6709\u7248\u672c\u865f\u3001\u6709 commit message\u3001\u6709\u5c0d\u61c9\u7684\u8a55\u4f30\u5206\u6578<\/strong>\uff0c\u5347\u4e0a production \u662f\u300c\u6578\u64da\u652f\u6301\u7684\u6c7a\u5b9a\u300d\u800c\u4e0d\u662f\u300c\u611f\u89ba\u65b0\u7684\u6bd4\u8f03\u597d\u300d\u3002\u8981\u56de\u6efe\u4e5f\u53ea\u662f\u628a alias \u79fb\u56de v3 \u7684\u4e00\u884c\u4e8b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udea9 \u7d05\u65d7\uff1a\u770b\u5230\u9019\u4e9b\u8981\u8b66\u89ba<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI \u5e6b\u4f60\u5beb LLM \u61c9\u7528\u6642\uff0c\u5f88\u5bb9\u6613\u751f\u51fa\u9019\u4e9b\u300c\u770b\u8d77\u4f86\u80fd\u8dd1\u3001\u5176\u5be6\u57cb\u96f7\u300d\u7684\u5beb\u6cd5\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7d05\u65d7 1\uff1aprompt \u786c\u7de8\u78bc\u5728\u7a0b\u5f0f\u78bc\u88e1<\/strong><\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-9\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">prompt = <span class=\"hljs-string\">\"\u4f60\u662f\u5c08\u696d\u7de8\u8f2f\uff0c\u8acb\u628a\u6587\u7ae0\u7e2e\u6210\u4e09\u9ede\uff1a\"<\/span> + article  <span class=\"hljs-comment\"># \ud83d\udea9 \u6c92\u9032 registry<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-9\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u6c92\u7248\u672c\u3001\u6c92\u6cd5\u56de\u6eaf\u3001\u6c92\u6cd5\u8a55\u4f30\u6bd4\u8f03\u3002\u770b\u5230\u6210\u4e32 prompt \u5b57\u4e32\u76f4\u63a5\u57cb\u5728\u51fd\u5f0f\u88e1\uff0c\u5c31\u8a72\u554f AI \u80fd\u4e0d\u80fd\u6539\u7528 Prompt Registry \u7ba1\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7d05\u65d7 2\uff1a\u61c9\u7528\u7a0b\u5f0f\u5beb\u6b7b\u7248\u672c\u865f<\/strong><\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-10\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">prompt = mlflow.genai.load_prompt(<span class=\"hljs-string\">\"prompts:\/summarizer\/7\"<\/span>)  <span class=\"hljs-comment\"># \ud83d\udea9 \u5beb\u6b7b \/7<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-10\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u6bcf\u6b21\u4e0a\u7dda\u90fd\u8981\u6539 code \u91cd\u90e8\u7f72\uff0c\u9084\u5bb9\u6613\u5fd8\u3002\u6b63\u89e3\u662f\u7528 <code>@production<\/code> alias\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7d05\u65d7 3\uff1a\u6539 prompt \u76f4\u63a5\u8986\u84cb\uff0c\u6c92\u7559\u820a\u7248<\/strong> \u5982\u679c AI \u7684\u4f5c\u6cd5\u662f\u300c\u628a template \u5b57\u4e32\u6539\u6389\u5c31\u597d\u300d\u800c\u6c92\u6709 <code>register_prompt<\/code> \u8a3b\u518a\u6210\u65b0\u7248\u672c\uff0c\u90a3\u820a\u7248\u5c31\u6d88\u5931\u4e86\uff0c\u51fa\u4e8b\u7121\u6cd5\u56de\u6efe\u3002\u6bcf\u6b21\u6539\u52d5\u90fd\u8a72\u662f<strong>\u65b0\u7248\u672c<\/strong>\uff0c\u800c\u4e0d\u662f\u5c31\u5730\u8986\u84cb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7d05\u65d7 4\uff1a\u5347 production \u524d\u6c92\u8dd1\u8a55\u4f30<\/strong><\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-11\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># \ud83d\udea9 \u6539\u5b8c prompt \u76f4\u63a5\u628a production \u6307\u904e\u53bb\uff0c\u6c92\u7d93\u904e\u8a55\u4f30<\/span>\nmlflow.genai.set_prompt_alias(name=<span class=\"hljs-string\">\"summarizer\"<\/span>, alias=<span class=\"hljs-string\">\"production\"<\/span>, version=<span class=\"hljs-number\">9<\/span>)\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-11\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u6c92\u6709 #02 \u7684\u8a55\u4f30\u6578\u64da\u5c31\u5347\u4e0a\u7dda\uff0c\u7b49\u65bc\u7528\u6b63\u5f0f\u6d41\u91cf\u7576\u767d\u8001\u9f20\u3002\u5347 alias \u524d\u61c9\u8a72\u5148\u6709\u8a55\u4f30\u5206\u6578\u6490\u8170\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7d05\u65d7 5\uff1a\u641e\u6df7 <code>{{ }}<\/code> \u548c f-string \u7684 <code>{ }<\/code><\/strong><\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-12\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">template = f<span class=\"hljs-string\">\"\u8acb\u6458\u8981\uff1a{{ article }}\"<\/span>  <span class=\"hljs-comment\"># \ud83d\udea9 \u6df7\u7528\uff0c\u5bb9\u6613\u51fa\u932f<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-12\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">MLflow prompt \u8b8a\u6578\u7528\u96d9\u5927\u62ec\u865f <code>{{ article }}<\/code> \u4e14<strong>\u4e0d\u8981<\/strong>\u52a0 f-string \u524d\u7db4 <code>f<\/code>\u2014\u2014\u52a0\u4e86 <code>f<\/code> \u6703\u88ab Python \u5148\u8655\u7406\u6389\u3002\u7bc4\u672c\u5c31\u662f\u666e\u901a\u5b57\u4e32\uff0c\u8b8a\u6578\u7559\u7d66 <code>.format()<\/code> \u586b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Vibe Coder \u9a57\u6536\u6aa2\u67e5\u9ede<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u62ff\u5230 AI \u5beb\u7684 Prompt Registry \u7a0b\u5f0f\u78bc\uff0c\u9019\u6a23\u9a57\u6536\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n\n<li><strong>\u78ba\u8a8d prompt \u6709\u9032 registry<\/strong>\uff1a\u641c\u5c0b\u7a0b\u5f0f\u78bc\u88e1\u6709\u6c92\u6709 <code>register_prompt<\/code>\u3002\u5982\u679c prompt \u53ea\u662f\u666e\u901a\u5b57\u4e32\u8b8a\u6578\uff0c\u8acb AI \u6539\u6210\u8a3b\u518a\u5236\u3002<\/li>\n\n\n<li><strong>\u78ba\u8a8d\u7528 alias \u800c\u975e\u5beb\u6b7b\u7248\u672c<\/strong>\uff1a\u8f09\u5165\u8a9e\u53e5\u61c9\u8a72\u9577\u5f97\u50cf <code>@production<\/code>\uff0c\u4e0d\u8a72\u662f <code>\/7<\/code> \u9019\u7a2e\u786c\u7248\u672c\u865f\u3002\u53ef\u4ee5\u554f AI\uff1a\u300c\u9019\u88e1\u70ba\u4ec0\u9ebc\u7528\u5beb\u6b7b\u7248\u672c\u865f\u800c\u4e0d\u662f alias\uff1f\u4e0a\u7dda\u5f8c\u8981\u6539\u7248\u600e\u9ebc\u8fa6\uff1f\u300d<\/li>\n\n\n<li><strong>\u8dd1\u4e00\u6b21\u8f09\u5165 + format\uff0c\u770b\u8f38\u51fa\u5c0d\u4e0d\u5c0d<\/strong>\uff1a<\/li>\n\n\n<li><strong>\u6253\u958b MLflow UI \u78ba\u8a8d trace \u6709\u6a19\u5230\u7248\u672c<\/strong>\uff1a\u8dd1\u4e00\u6b21\u547c\u53eb\u5f8c\uff0c\u5230 UI \u627e\u90a3\u689d trace\uff0c\u61c9\u8a72\u80fd\u770b\u5230\u95dc\u806f\u7684 prompt \u7248\u672c\u3002\u770b\u5f97\u5230\uff0c\u624d\u4ee3\u8868\u56de\u6eaf\u80fd\u529b\u771f\u7684\u63a5\u4e0a\u4e86\u3002<\/li>\n\n\n<li><strong>\u78ba\u8a8d\u8fed\u4ee3\u6709\u8a55\u4f30\u6490\u8170<\/strong>\uff1a\u5347 production alias \u7684\u90a3\u6bb5\u7a0b\u5f0f\u78bc\u524d\u5f8c\uff0c\u61c9\u8a72\u627e\u5f97\u5230 <code>evaluate<\/code> \u7684\u547c\u53eb\u3002\u6c92\u6709\u8a55\u4f30\u5c31\u5347\u7248\uff0c\u662f\u7d05\u65d7 4\u3002<\/li>\n\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u770b\u4e0d\u61c2\u5c31\u9019\u6a23\u554f AI<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u628a\u7a0b\u5f0f\u78bc\u8cbc\u7d66\u4f60\u7684 AI \u52a9\u624b\uff0c\u76f4\u63a5\u554f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u300c\u9019\u6bb5\u7528\u4e86 MLflow Prompt Registry\uff0c\u8acb\u4e00\u884c\u4e00\u884c\u7528\u767d\u8a71\u89e3\u91cb\uff0c\u6211\u662f\u521d\u5b78\u8005\u3002\u7279\u5225\u8aaa\u660e <code>register_prompt<\/code>\u3001<code>load_prompt<\/code>\u3001<code>set_prompt_alias<\/code> \u5404\u81ea\u5728\u5e79\u561b\uff0c\u9084\u6709 <code>prompts:\/\u540d\u5b57@production<\/code> \u9019\u500b URI \u600e\u9ebc\u8b80\u3002\u300d<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u60f3\u78ba\u8a8d\u6709\u6c92\u6709\u8e29\u7d05\u65d7\uff0c\u554f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u300c\u9019\u6bb5 LLM \u61c9\u7528\u7684 prompt \u662f\u786c\u7de8\u78bc\u9084\u662f\u6709\u9032 Prompt Registry\uff1f\u8f09\u5165\u6642\u662f\u7528 alias \u9084\u662f\u5beb\u6b7b\u7248\u672c\u865f\uff1f\u5347\u4e0a production \u524d\u6709\u6c92\u6709\u5148\u8dd1\u8a55\u4f30\uff1f\u6709\u7684\u8a71\u5e6b\u6211\u6307\u51fa\u54ea\u5e7e\u884c\uff0c\u6c92\u6709\u7684\u8a71\u5e6b\u6211\u88dc\u4e0a\u3002\u300d<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5c0f\u7d50<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>Prompt Registry = \u63d0\u793a\u8a5e\u7684 Git<\/strong>\uff1atemplate\uff08\u7bc4\u672c\uff09\u3001version\uff08\u4e0d\u53ef\u8b8a\u7248\u672c\u865f\uff09\u3001alias\uff08\u53ef\u79fb\u52d5\u6a19\u7c64\uff09\u3001commit message\u3002<\/li>\n\n\n<li><strong>\u8a3b\u518a\u7528 <code>register_prompt<\/code>\uff0c\u8f09\u5165\u7528 <code>load_prompt<\/code><\/strong>\uff0c\u8b8a\u6578\u7528\u96d9\u5927\u62ec\u865f <code>{{ }}<\/code> \u642d\u914d <code>.format()<\/code> \u586b\u3002<\/li>\n\n\n<li><strong>\u61c9\u7528\u7a0b\u5f0f\u7528 alias\uff08<code>@production<\/code>\uff09\u53d6\u7528<\/strong>\uff0c\u5225\u5beb\u6b7b\u7248\u672c\u865f\u2014\u2014\u4e0a\u7dda\u6539\u7248\u4e0d\u7528\u52d5 code\u3002<\/li>\n\n\n<li><strong>prompt \u7248\u672c\u6703\u7d81\u9032 trace<\/strong>\uff0c\u8b93\u4f60\u80fd\u56de\u7b54\u300c\u9019\u8f38\u51fa\u662f\u54ea\u4e00\u7248 prompt \u7522\u7684\u300d\u3002<\/li>\n\n\n<li><strong>\u5065\u5eb7\u7684\u8fed\u4ee3 = \u6539 \u2192 \u8a55\u4f30\uff08#02\uff09\u2192 \u6bd4\u8f03 \u2192 \u5347 alias<\/strong>\uff0c\u6bcf\u6b65\u90fd\u6709\u6578\u64da\u53ef\u56de\u6eaf\u3002<\/li>\n\n\n<li>\u770b\u5230 prompt \u786c\u7de8\u78bc\u3001\u5beb\u6b7b\u7248\u672c\u865f\u3001\u5c31\u5730\u8986\u84cb\u3001\u7121\u8a55\u4f30\u5347\u7248\u2014\u2014\u90fd\u662f\u7d05\u65d7\u3002<\/li>\n\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u4e00\u7bc7\uff08#04\uff09\u6703\u628a Tracing\u3001\u8a55\u4f30\u3001Prompt Registry \u9019\u4e9b\u62fc\u5716\u7d44\u6210\u4e00\u500b\u5b8c\u6574\u7684 LLM \u61c9\u7528\u89c0\u6e2c\u8207\u8fed\u4ee3\u6d41\u7a0b\u3002<\/p>\n\n\n\n<div id=\"quiz-177cf565\">\n<style>\n#quiz-177cf565 .badge { display: inline-block; padding: 4px 10px; border-radius: 12px; font-size: 0.75em; font-weight: bold; margin-left: 8px; }#quiz-177cf565 .badge.scenario { background: #ebf8ff; color: #2b6cb0; }#quiz-177cf565 .badge.debug { background: #fef3c7; color: #92400e; }#quiz-177cf565 .question-adv { background: white; border-radius: 10px; padding: 24px; margin: 20px 0; box-shadow: 0 2px 8px rgba(0,0,0,0.08); border-left: 4px solid #ed8936; }#quiz-177cf565 .question-adv h3 { margin-top: 0; color: #2d3748; }#quiz-177cf565 .code-block { background: #1e1e1e; color: #d4d4d4; padding: 14px; border-radius: 6px; font-family: \"Menlo\", \"Monaco\", \"Courier New\", monospace; font-size: 0.9em; overflow-x: auto; margin: 12px 0; white-space: pre-wrap; }#quiz-177cf565 .options-adv { list-style: none; padding: 0; }#quiz-177cf565 .options-adv li { padding: 14px 16px; margin: 10px 0; border: 2px solid #e2e8f0; border-radius: 8px; cursor: pointer; transition: all 0.2s; }#quiz-177cf565 .options-adv li:hover:not(.disabled) { border-color: #ed8936; background: #fffaf0; }#quiz-177cf565 .options-adv li.disabled { cursor: default; opacity: 0.7; }#quiz-177cf565 .options-adv li.show-answer { border-color: #48bb78; background: #f0fff4; }#quiz-177cf565 .options-adv li.wrong { border-color: #fc8181; background: #fff5f5; }#quiz-177cf565 .feedback-adv { margin-top: 16px; padding: 14px; border-radius: 8px; display: none; line-height: 1.6; }#quiz-177cf565 .feedback-adv.correct { background: #f0fff4; color: #276749; display: block; }#quiz-177cf565 .feedback-adv.wrong { background: #fff5f5; color: #c53030; display: block; }#quiz-177cf565 .feedback-adv \n      .score-adv { text-align: center; font-size: 1.4em; padding: 24px; background: white; border-radius: 10px; margin-top: 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.08); }#quiz-177cf565 .intro { background: #ebf8ff; padding: 16px; border-radius: 8px; margin-bottom: 20px; color: #2c5282; }\n<\/style>\n<h1>\u9032\u968e\u6e2c\u9a57\uff1a\u7528 Prompt Registry \u7ba1\u7406\u4f60\u7684\u63d0\u793a\u8a5e\u7248\u672c<\/h1>\n    <div class=\"intro\">\n      <strong>\u6e2c\u9a57\u76ee\u6a19\uff1a<\/strong>\u9a57\u8b49\u4f60\u662f\u5426\u80fd\u5728\u5be6\u969b\u60c5\u5883\u4e2d\u61c9\u7528\u6240\u5b78\u3002<br \/>\n      \u5171 5 \u984c\uff0c\u5305\u542b\u60c5\u5883\u984c\u8207\u932f\u8aa4\u8a3a\u65b7\u984c\u3002\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv1\">\n      <h3>1. \u4f60\u767c\u73fe\u6b63\u5f0f\u74b0\u5883\u67d0\u500b prompt \u7684\u8f38\u51fa\u54c1\u8cea\u8b8a\u5dee\uff0c\u60f3\u7acb\u523b\u9000\u56de\u4e0a\u4e00\u500b\u7a69\u5b9a\u7248\u672c\u3002\u61c9\u7528\u7a0b\u5f0f\u662f\u7528 <code>prompts:\/summarizer@production<\/code> \u8f09\u5165\u7684\uff0c\u6700\u7701\u4e8b\u53c8\u4e0d\u7528\u91cd\u65b0\u90e8\u7f72\u7684\u505a\u6cd5\u662f\u4ec0\u9ebc\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'C')\">A. \u4fee\u6539\u61c9\u7528\u7a0b\u5f0f\u7684\u8f09\u5165\u8a9e\u53e5\uff0c\u5beb\u6b7b\u6210\u820a\u7248\u672c\u865f\u5f8c\u91cd\u65b0\u90e8\u7f72<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'C')\">B. \u7528 register_prompt \u628a\u820a template \u518d\u8a3b\u518a\u4e00\u6b21\u6210\u65b0\u7248<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'C')\">C. \u7528 set_prompt_alias \u628a production alias \u79fb\u56de\u820a\u7684\u7a69\u5b9a\u7248\u672c<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'C')\">D. \u522a\u9664\u6709\u554f\u984c\u7684\u90a3\u500b\u7248\u672c\uff0c\u8b93\u7cfb\u7d71\u81ea\u52d5\u7528\u524d\u4e00\u7248<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv1\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv2\">\n      <h3>2. \u5718\u968a\u60f3\u6bd4\u8f03\u5169\u7248 prompt \u54ea\u500b\u8f03\u597d\u518d\u6c7a\u5b9a\u4e0a\u7dda\u3002\u4f9d\u6587\u7ae0\u5efa\u8b70\u7684\u8fed\u4ee3\u6d41\u7a0b\uff0c\u300c\u5347 production alias\u300d\u61c9\u8a72\u5728\u4ec0\u9ebc\u6642\u5019\u505a\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'B')\">A. \u4e00\u6539\u5b8c prompt \u7acb\u523b\u5347\uff0c\u8b93\u6b63\u5f0f\u6d41\u91cf\u5e6b\u5fd9\u9a57\u8b49<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'B')\">B. \u5148\u5c0d\u65b0\u7248\u672c\u8dd1\u8a55\u4f30\u3001\u6bd4\u8f03\u5206\u6578\uff0c\u78ba\u8a8d\u65b0\u7248\u66f4\u597d\u4e4b\u5f8c\u624d\u5347<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'B')\">C. \u8a3b\u518a\u65b0\u7248\u672c\u7684\u540c\u6642\u5c31\u5728 register_prompt \u88e1\u76f4\u63a5\u5347<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'B')\">D. \u53ea\u8981 commit message \u5beb\u5f97\u6e05\u695a\u5c31\u53ef\u4ee5\u76f4\u63a5\u5347<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv2\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv3\">\n      <h3>3. \u4f60\u5728 code review \u4e00\u6bb5 AI \u751f\u6210\u7684 LLM \u61c9\u7528\uff0c\u60f3\u78ba\u8a8d\u5b83\u6709\u6c92\u6709\u628a\u300c\u56de\u6eaf\u8f38\u51fa\u4f86\u81ea\u54ea\u4e00\u7248 prompt\u300d\u505a\u5c0d\u3002\u4e0b\u5217\u54ea\u500b\u6aa2\u67e5\u6700\u80fd\u9a57\u8b49\u9019\u500b\u80fd\u529b\u771f\u7684\u63a5\u4e0a\u4e86\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(3, 'A', 'D')\">A. \u78ba\u8a8d prompt \u5b57\u4e32\u88e1\u6709\u6c92\u6709\u932f\u5b57<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'D')\">B. \u78ba\u8a8d template \u6709\u6c92\u6709\u8d85\u904e\u4e00\u5b9a\u5b57\u6578<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'D')\">C. \u78ba\u8a8d\u6709\u6c92\u6709\u7528 f-string \u62fc\u63a5\u8b8a\u6578<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'D')\">D. \u8dd1\u4e00\u6b21\u547c\u53eb\u5f8c\u5230 MLflow UI \u627e\u90a3\u689d trace\uff0c\u78ba\u8a8d\u4e0a\u9762\u6709\u6a19\u5230\u95dc\u806f\u7684 prompt \u7248\u672c<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv3\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv4\">\n      <h3>4. \u9019\u6bb5\u7a0b\u5f0f\u78bc\u8f09\u5165 prompt \u5f8c\uff0c\u6700\u7d42\u5b57\u4e32\u7adf\u7136\u9084\u6b98\u7559 <code>article<\/code> \u8b8a\u6578\u63d2\u69fd\u6c92\u88ab\u66ff\u63db\u6389\u3002\u6700\u53ef\u80fd\u7684\u539f\u56e0\u662f\u4ec0\u9ebc\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">p = mlflow.genai.load_prompt(\n    &#8220;prompts:\/article-summarizer@production&#8221;)\nfinal = p.format(atricle=&#8221;\u4eca\u5929\u7684\u65b0\u805e\u5167\u5bb9\u2026\u2026&#8221;)\nprint(final)\n# \u4f60\u662f\u5c08\u696d\u7de8\u8f2f\u2026\u2026\uff08\u8b8a\u6578\u63d2\u69fd\u6c92\u88ab\u586b\uff09<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'C')\">A. load_prompt \u7684 URI \u7528\u4e86 alias\uff0calias \u7121\u6cd5\u88ab format \u586b\u8b8a\u6578<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'C')\">B. production \u9019\u500b alias \u5c1a\u672a\u6307\u5411\u4efb\u4f55\u7248\u672c<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'C')\">C. format \u7684\u53c3\u6578\u540d\u62fc\u932f\u6210 atricle\uff0c\u8ddf template \u88e1\u7684\u8b8a\u6578\u540d article \u5c0d\u4e0d\u4e0a<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'C')\">D. \u7f3a\u5c11 mlflow.openai.autolog() \u6240\u4ee5\u8b8a\u6578\u4e0d\u6703\u88ab\u586b<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv4\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv5\">\n      <h3>5. AI \u5e6b\u4f60\u5beb\u7684\u6458\u8981\u529f\u80fd\u9577\u9019\u6a23\uff0c\u5f9e Prompt Registry \u7684\u89d2\u5ea6\u770b\uff0c\u6700\u4e3b\u8981\u7684\u7d05\u65d7\u662f\u4ec0\u9ebc\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">def summarize(article: str) -> str:\n    prompt = f&#8221;\u4f60\u662f\u5c08\u696d\u7de8\u8f2f\uff0c\u8acb\u628a\u6587\u7ae0\u7e2e\u6210\u4e09\u9ede\uff1a{article}&#8221;\n    return call_llm(prompt)<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'B')\">A. \u6c92\u6709\u578b\u5225\u6a19\u8a3b\uff0c\u56de\u50b3\u578b\u5225\u4e0d\u660e<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'B')\">B. prompt \u786c\u7de8\u78bc\u5728\u7a0b\u5f0f\u78bc\u88e1\uff0c\u6c92\u9032 registry\uff0c\u7121\u6cd5\u7248\u672c\u63a7\u5236\u3001\u56de\u6eaf\u6216\u8a55\u4f30\u6bd4\u8f03<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'B')\">C. \u7528\u4e86 f-string\uff0c\u6548\u80fd\u6bd4 .format() \u5dee<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'B')\">D. call_llm \u6c92\u6709\u8655\u7406\u903e\u6642\u4f8b\u5916<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv5\"><\/div>\n    <\/div>\n\n    <div class=\"score-adv\" id=\"scoreAdv\" style=\"display:none;\"><\/div>\n<script>\n\n      let answeredAdv = 0;\n      let correctAdv = 0;\n      const totalAdv = 5;\n      const explanationsAdv = {\n        1: \"\u56e0\u70ba\u61c9\u7528\u7a0b\u5f0f\u662f\u7528 <code>@production<\/code> alias \u53d6\u7528\uff0c\u56de\u6efe\u53ea\u8981\u7528 <code>set_prompt_alias<\/code> \u628a production \u79fb\u56de\u820a\u7684\u7a69\u5b9a\u7248\u672c\u5373\u53ef\uff0c\u4e00\u884c code \u90fd\u4e0d\u7528\u6539\u4e5f\u4e0d\u7528\u91cd\u65b0\u90e8\u7f72\u3002A \u8981\u6539 code \u91cd\u90e8\u7f72\u6700\u9ebb\u7169\uff1bB \u6703\u88fd\u9020\u591a\u9918\u65b0\u7248\u672c\uff1bD \u522a\u7248\u672c\u7834\u58de\u56de\u6eaf\u80fd\u529b\u4e14\u4e0d\u5b89\u5168\u3002\",\n        2: \"\u5065\u5eb7\u8fed\u4ee3\u662f\u300c\u6539 prompt\uff08\u8a3b\u518a\u65b0\u7248\uff09\u2192 \u8a55\u4f30 \u2192 \u6bd4\u8f03\u5206\u6578 \u2192 \u65b0\u7248\u66f4\u597d\u624d\u5347 alias\u300d\u3002A \u7528\u6b63\u5f0f\u6d41\u91cf\u7576\u767d\u8001\u9f20\uff08\u7d05\u65d7\uff09\uff1b\u6c92\u6709\u8a55\u4f30\u6578\u64da\u6490\u8170\u5c31\u5347\u7248\u662f\u5371\u96aa\u7684\uff1b\u5347 alias \u662f\u7368\u7acb\u65bc register_prompt \u7684\u52d5\u4f5c\u3002\",\n        3: \"\u56e0\u70ba prompt \u5f9e registry \u8f09\u5165\uff0cMLflow \u6703\u628a\u300c\u7528\u4e86\u54ea\u4e00\u7248 prompt\u300d\u81ea\u52d5\u8a18\u9032 trace\u3002\u5230 UI \u6253\u958b\u90a3\u689d trace \u770b\u5f97\u5230\u7248\u672c\u865f\uff0c\u624d\u4ee3\u8868\u56de\u6eaf\u80fd\u529b\u771f\u7684\u63a5\u4e0a\u3002A\/B\/C \u90fd\u8ddf\u7248\u672c\u56de\u6eaf\u7121\u95dc\u3002\",\n        4: \"\u6839\u672c\u539f\u56e0\u662f <code>format(atricle=...)<\/code> \u7684\u53c3\u6578\u540d\u62fc\u932f\uff08\u5c11\u4e86\u5b57\u6bcd\uff09\uff0c\u8ddf template \u88e1\u7684 <code>article<\/code> \u5c0d\u4e0d\u4e0a\uff0c\u6240\u4ee5\u63d2\u69fd\u6c92\u88ab\u66ff\u63db\u3001\u539f\u6a23\u6b98\u7559\u3002\u4fee\u6b63\uff1a\u628a\u53c3\u6578\u540d\u6539\u56de article\u3002alias \u4e00\u6a23\u53ef\u4ee5\u88ab format \u586b\u8b8a\u6578\uff0cautolog \u53ea\u5f71\u97ff\u8ffd\u8e64\u4e0d\u5f71\u97ff\u8b8a\u6578\u66ff\u63db\u3002\",\n        5: \"\u6700\u4e3b\u8981\u7684\u7d05\u65d7\u662f prompt \u88ab\u786c\u7de8\u78bc\uff08hardcode\uff09\u5728\u51fd\u5f0f\u88e1\uff0c\u6c92\u6709\u7d93\u904e register_prompt \u9032 registry\u2014\u2014\u56e0\u6b64\u7121\u6cd5\u7248\u672c\u63a7\u5236\u3001\u7121\u6cd5\u56de\u6eaf\u662f\u54ea\u7248\u3001\u4e5f\u7121\u6cd5\u642d\u914d\u8a55\u4f30\u505a\u6bd4\u8f03\u3002\u61c9\u6539\u7528 Prompt Registry \u7ba1\u7406\u3002\",\n      };\n\n      function checkAnswerAdv(qNum, selected, correctAns) {\n        const question = document.getElementById(\"qAdv\" + qNum);\n        if (question.classList.contains(\"answered\")) return;\n        question.classList.add(\"answered\");\n        answeredAdv++;\n        const options = question.querySelectorAll(\".options-adv li\");\n        options.forEach((opt) => {\n          opt.classList.add(\"disabled\");\n          if (opt.textContent.startsWith(correctAns + \".\")) opt.classList.add(\"show-answer\");\n        });\n        const feedback = document.getElementById(\"fbAdv\" + qNum);\n        if (selected === correctAns) {\n          correctAdv++;\n          feedback.className = \"feedback-adv correct\";\n          feedback.innerHTML = \"\u2713 \u6b63\u78ba\uff01\" + explanationsAdv[qNum];\n        } else {\n          feedback.className = \"feedback-adv wrong\";\n          feedback.innerHTML = \"\u2717 \u932f\u8aa4\u3002\u6b63\u78ba\u7b54\u6848\u662f \" + correctAns + \"\u3002\" + explanationsAdv[qNum];\n          options.forEach((opt) => {\n            if (opt.textContent.startsWith(selected + \".\")) opt.classList.add(\"wrong\");\n          });\n        }\n        if (answeredAdv === totalAdv) {\n          const scoreDiv = document.getElementById(\"scoreAdv\");\n          scoreDiv.style.display = \"block\";\n          let msg = \"\";\n          if (correctAdv === totalAdv) msg = \"\ud83c\udfaf \u5b8c\u7f8e\uff01\u4f60\u5df2\u7d93\u6e96\u5099\u597d\u5be6\u6230\u4e86\uff01\";\n          else if (correctAdv >= Math.ceil(totalAdv * 0.8)) msg = \"\ud83d\udcaa \u5f88\u68d2\uff01\u518d\u8907\u7fd2\u4e00\u4e0b\u932f\u7684\u984c\u76ee\";\n          else if (correctAdv >= Math.ceil(totalAdv * 0.6)) msg = \"\ud83d\udcd6 \u5efa\u8b70\u91cd\u8b80\u76f8\u95dc\u6bb5\u843d\u5f8c\u518d\u8a66\u4e00\u6b21\";\n          else msg = \"\ud83d\udd04 \u5efa\u8b70\u91cd\u65b0\u95b1\u8b80\u6587\u4ef6\uff0c\u7279\u5225\u6ce8\u610f\u64cd\u4f5c\u6d41\u7a0b\";\n          scoreDiv.innerHTML = \"\u6e2c\u9a57\u5b8c\u6210\uff01\u5f97\u5206\uff1a\" + correctAdv + \" \/ \" + totalAdv + \"<br>\" + msg;\n        }\n      }\n    \n<\/script>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6e2c\u9a57\uff1a\u7528 Prompt Registry \u7ba1\u7406\u4f60\u7684\u63d0\u793a\u8a5e\u7248\u672c \u5171 5 \u984c\uff0c\u9ede\u9078\u7b54\u6848\u5f8c\u6703\u7acb\u5373\u986f\u793a\u7d50\u679c 1. \u6587\u7ae0 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rolpb_likes":0,"footnotes":""},"categories":[223],"tags":[883,392,884,886,885],"class_list":["post-849","post","type-post","status-publish","format-standard","hentry","category-mlflow","tag-llmops","tag-mlflow","tag-prompt-registry","tag-prompt","tag-885"],"blocksy_meta":{"styles_descriptor":{"styles":{"desktop":"","tablet":"","mobile":""},"google_fonts":[],"version":7}},"_links":{"self":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/849","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/comments?post=849"}],"version-history":[{"count":1,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/849\/revisions"}],"predecessor-version":[{"id":860,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/849\/revisions\/860"}],"wp:attachment":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/media?parent=849"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/categories?post=849"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/tags?post=849"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}