{"id":440,"date":"2026-01-27T18:10:14","date_gmt":"2026-01-27T10:10:14","guid":{"rendered":"https:\/\/blog.itsmygo.uk\/2026\/01\/27\/%e3%80%90mlflow-genai-%e6%95%99%e5%ad%b8%e3%80%9101-%e4%b8%89%e5%a4%a7%e6%a0%b8%e5%bf%83%e5%8a%9f%e8%83%bd%ef%bc%9atracing%e3%80%81logging%e3%80%81evaluation\/"},"modified":"2026-01-27T18:10:14","modified_gmt":"2026-01-27T10:10:14","slug":"%e3%80%90mlflow-genai-%e6%95%99%e5%ad%b8%e3%80%9101-%e4%b8%89%e5%a4%a7%e6%a0%b8%e5%bf%83%e5%8a%9f%e8%83%bd%ef%bc%9atracing%e3%80%81logging%e3%80%81evaluation","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/01\/27\/%e3%80%90mlflow-genai-%e6%95%99%e5%ad%b8%e3%80%9101-%e4%b8%89%e5%a4%a7%e6%a0%b8%e5%bf%83%e5%8a%9f%e8%83%bd%ef%bc%9atracing%e3%80%81logging%e3%80%81evaluation\/","title":{"rendered":"\u3010MLflow GenAI \u6559\u5b78\u3011#01 \u4e09\u5927\u6838\u5fc3\u529f\u80fd\uff1aTracing\u3001Logging\u3001Evaluation"},"content":{"rendered":"\n<div id=\"quiz-192d1aad\">\n<style>\n#quiz-192d1aad .question {\n        background: white;\n        border-radius: 8px;\n        padding: 20px;\n        margin: 20px 0;\n        box-shadow: 0 2px 4px rgba(0, 0, 0, 0.1);\n      }#quiz-192d1aad .question h3 {\n        margin-top: 0;\n        color: #333;\n      }#quiz-192d1aad .options {\n        list-style: none;\n        padding: 0;\n      }#quiz-192d1aad .options li {\n        padding: 12px 15px;\n        margin: 8px 0;\n        border: 2px solid #ddd;\n        border-radius: 6px;\n        cursor: pointer;\n        transition: all 0.2s;\n      }#quiz-192d1aad .options li:hover:not(.disabled) {\n        border-color: #4caf50;\n        background: #f0fff0;\n      }#quiz-192d1aad .options li.correct {\n        border-color: #4caf50;\n        background: #e8f5e9;\n      }#quiz-192d1aad .options li.wrong {\n        border-color: #f44336;\n        background: #ffebee;\n      }#quiz-192d1aad .options li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-192d1aad .options li.show-answer {\n        border-color: #4caf50;\n        background: #e8f5e9;\n      }#quiz-192d1aad .feedback {\n        margin-top: 15px;\n        padding: 12px;\n        border-radius: 6px;\n        display: none;\n      }#quiz-192d1aad .feedback.correct {\n        background: #e8f5e9;\n        color: #2e7d32;\n        display: block;\n      }#quiz-192d1aad .feedback.wrong {\n        background: #ffebee;\n        color: #c62828;\n        display: block;\n      }#quiz-192d1aad .score {\n        text-align: center;\n        font-size: 1.5em;\n        padding: 20px;\n        background: white;\n        border-radius: 8px;\n        margin-top: 20px;\n      }#quiz-192d1aad .code-block {\n        background: #1e1e1e;\n        color: #d4d4d4;\n        padding: 14px;\n        border-radius: 6px;\n        font-family: \"Monaco\", \"Consolas\", \"Courier New\", monospace;\n        font-size: 0.9em;\n        overflow-x: auto;\n        margin: 12px 0;\n        white-space: pre-wrap;\n      }\n<\/style>\n<h1>\u6e2c\u9a57\uff1aMLflow GenAI \u4e09\u5927\u6838\u5fc3\u529f\u80fd<\/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. MLflow GenAI \u7684\u4e09\u5927\u6838\u5fc3\u529f\u80fd\u662f\u4ec0\u9ebc\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(1, 'A', 'C')\">A. Training\u3001Serving\u3001Monitoring<\/li>\n        <li onclick=\"checkAnswer(1, 'B', 'C')\">B. Preprocessing\u3001Training\u3001Deployment<\/li>\n        <li onclick=\"checkAnswer(1, 'C', 'C')\">C. Tracing\u3001Logging\u3001Evaluation<\/li>\n        <li onclick=\"checkAnswer(1, 'D', 'C')\">D. Inference\u3001Caching\u3001Scaling<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb1\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q2\">\n      <h3>2. \u5728 MLflow \u4e2d\uff0c\u5982\u4f55\u300c\u4e00\u884c\u7a0b\u5f0f\u78bc\u555f\u7528\u8ffd\u8e64\u300dOpenAI \u7684 API \u547c\u53eb\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(2, 'A', 'B')\">A. <code>mlflow.trace.enable()<\/code><\/li>\n        <li onclick=\"checkAnswer(2, 'B', 'B')\">B. <code>mlflow.openai.autolog()<\/code><\/li>\n        <li onclick=\"checkAnswer(2, 'C', 'B')\">C. <code>mlflow.start_trace(\"openai\")<\/code><\/li>\n        <li onclick=\"checkAnswer(2, 'D', 'B')\">D. <code>mlflow.genai.trace(openai)<\/code><\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb2\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q3\">\n      <h3>3. MLflow Prompt Registry \u7684 alias\uff08\u5225\u540d\uff09\u6a5f\u5236\u4e3b\u8981\u89e3\u6c7a\u4ec0\u9ebc\u554f\u984c\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(3, 'A', 'D')\">A. \u8b93 prompt \u53ef\u4ee5\u88ab\u52a0\u5bc6\u4fdd\u8b77<\/li>\n        <li onclick=\"checkAnswer(3, 'B', 'D')\">B. \u8b93 prompt \u53ef\u4ee5\u81ea\u52d5\u7ffb\u8b6f\u6210\u591a\u570b\u8a9e\u8a00<\/li>\n        <li onclick=\"checkAnswer(3, 'C', 'D')\">C. \u8b93 prompt \u53ef\u4ee5\u88ab\u591a\u500b\u5718\u968a\u5171\u4eab<\/li>\n        <li onclick=\"checkAnswer(3, 'D', 'D')\">D. \u5207\u63db\u7248\u672c\u6642\u4e0d\u9700\u8981\u4fee\u6539\u7a0b\u5f0f\u78bc<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb3\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q4\">\n      <h3>4. MLflow \u7684 LLM-as-a-Judge \u8a55\u4f30\u65b9\u6cd5\u662f\u4ec0\u9ebc\u610f\u601d\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(4, 'A', 'C')\">A. \u7531\u6cd5\u5f8b\u5c08\u5bb6\u5be9\u67e5 LLM \u7684\u8f38\u51fa\u662f\u5426\u5408\u898f<\/li>\n        <li onclick=\"checkAnswer(4, 'B', 'C')\">B. \u7531\u4eba\u985e\u8a55\u5be9\u9010\u4e00\u70ba LLM \u56de\u7b54\u6253\u5206<\/li>\n        <li onclick=\"checkAnswer(4, 'C', 'C')\">C. \u7528 LLM \u4f86\u8a55\u4f30\u53e6\u4e00\u500b LLM \u7684\u8f38\u51fa\u54c1\u8cea<\/li>\n        <li onclick=\"checkAnswer(4, 'D', 'C')\">D. \u8b93\u4f7f\u7528\u8005\u6295\u7968\u6c7a\u5b9a LLM \u56de\u7b54\u7684\u597d\u58de<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb4\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q5\">\n      <h3>5. MLflow Tracing \u5b8c\u5168\u76f8\u5bb9 OpenTelemetry \u6a19\u6e96\uff0c\u9019\u610f\u5473\u8457\u4ec0\u9ebc\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(5, 'A', 'B')\">A. \u53ea\u80fd\u4f7f\u7528 MLflow \u5b98\u65b9\u7684\u76e3\u63a7\u4ecb\u9762<\/li>\n        <li onclick=\"checkAnswer(5, 'B', 'B')\">B. \u53ef\u4ee5\u532f\u51fa\u5230 Jaeger\u3001Zipkin\u3001Datadog \u7b49\u73fe\u6709\u76e3\u63a7\u7cfb\u7d71<\/li>\n        <li onclick=\"checkAnswer(5, 'C', 'B')\">C. \u5fc5\u9808\u4f7f\u7528 OpenTelemetry SDK \u624d\u80fd\u57f7\u884c\u8ffd\u8e64<\/li>\n        <li onclick=\"checkAnswer(5, 'D', 'B')\">D. \u8ffd\u8e64\u8cc7\u6599\u53ea\u80fd\u5132\u5b58\u5728\u672c\u5730\u7aef<\/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: \"MLflow GenAI \u5efa\u69cb\u5728\u4e09\u5927\u6838\u5fc3\u529f\u80fd\u4e4b\u4e0a\uff1aTracing\uff08\u53ef\u89c0\u6e2c\u6027\uff09\u8ca0\u8cac\u6355\u6349\u57f7\u884c\u93c8\u8def\u3001Logging\uff08\u7248\u672c\u7ba1\u7406\uff09\u8ca0\u8cac\u7248\u672c\u5316 prompt \u548c\u914d\u7f6e\u3001Evaluation\uff08\u54c1\u8cea\u8a55\u4f30\uff09\u8ca0\u8cac\u81ea\u52d5\u5316\u54c1\u8cea\u8a55\u4f30\u3002\",\n        2: \"\u900f\u904e <code>mlflow.openai.autolog()<\/code> \u53ef\u4ee5\u81ea\u52d5\u6514\u622a OpenAI \u6846\u67b6\u7684 API \u547c\u53eb\uff0c\u4e0d\u9700\u8981\u4fee\u6539\u4efb\u4f55\u73fe\u6709\u7a0b\u5f0f\u78bc\u3002MLflow \u652f\u63f4 30+ \u6846\u67b6\u7684\u81ea\u52d5\u8ffd\u8e64\u3002\",\n        3: \"Alias \u6a5f\u5236\u8b93\u4f60\u53ef\u4ee5\u5728\u7a0b\u5f0f\u78bc\u4e2d\u4f7f\u7528\u5225\u540d\uff08\u5982 <code>@production<\/code>\uff09\u800c\u975e\u7248\u672c\u865f\u3002\u7576\u65b0\u7248\u672c\u6e2c\u8a66\u901a\u904e\u5f8c\uff0c\u53ea\u9700\u8981\u628a alias \u6307\u5411\u65b0\u7248\u672c\uff0c\u4e0d\u9700\u8981\u4fee\u6539\u4efb\u4f55\u7a0b\u5f0f\u78bc\u3002\",\n        4: \"LLM-as-a-Judge \u662f MLflow \u63a1\u7528\u7684\u8a55\u4f30\u65b9\u6cd5\uff0c\u610f\u5373\u300c\u7528 LLM \u8a55\u4f30 LLM\u300d\u3002\u9019\u7a2e\u65b9\u5f0f\u53ef\u4ee5\u81ea\u52d5\u5316\u54c1\u8cea\u8a55\u4f30\uff0c\u907f\u514d\u4eba\u5de5\u9010\u4e00\u6aa2\u67e5\u7684\u8017\u6642\u548c\u4e3b\u89c0\u504f\u5dee\u3002\",\n        5: \"OpenTelemetry \u76f8\u5bb9\u6027\u8b93 MLflow Tracing \u6c92\u6709\u4f9b\u61c9\u5546\u9396\u5b9a\u554f\u984c\uff0c\u53ef\u4ee5\u532f\u51fa\u5230\u5404\u7a2e\u73fe\u6709\u76e3\u63a7\u7cfb\u7d71\uff08\u5982 Jaeger\u3001Zipkin\u3001Datadog\uff09\uff0c\u4e5f\u53ef\u4ee5\u8207\u5f8c\u7aef\u670d\u52d9\u7684 traces \u4e32\u63a5\u5f62\u6210\u7aef\u5c0d\u7aef\u8ffd\u8e64\u3002\"\n      };\n\n      function checkAnswer(qNum, selected, correctAns) {\n        const question = document.getElementById(\"q\" + qNum);\n        if (question.classList.contains(\"answered\")) return;\n\n        question.classList.add(\"answered\");\n        answered++;\n\n        const options = question.querySelectorAll(\".options li\");\n        options.forEach((opt) => {\n          opt.classList.add(\"disabled\");\n          if (opt.textContent.startsWith(correctAns + \".\")) {\n            opt.classList.add(\"show-answer\");\n          }\n        });\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 =\n            \"\u2717 \u932f\u8aa4\u3002\u6b63\u78ba\u7b54\u6848\u662f \" + correctAns + \"\u3002\" + explanations[qNum];\n          options.forEach((opt) => {\n            if (opt.textContent.startsWith(selected + \".\")) {\n              opt.classList.add(\"wrong\");\n            }\n          });\n        }\n\n        if (answered === total) {\n          const scoreDiv = document.getElementById(\"score\");\n          scoreDiv.style.display = \"block\";\n          scoreDiv.innerHTML =\n            \"\u6e2c\u9a57\u5b8c\u6210\uff01\u5f97\u5206\uff1a\" +\n            correct +\n            \" \/ \" +\n            total +\n            (correct === total\n              ? \" \ud83c\udf89 \u5168\u5c0d\uff01\"\n              : correct >= Math.ceil(total * 0.6)\n                ? \" \ud83d\udc4d \u4e0d\u932f\uff01\"\n                : \" \ud83d\udcda \u518d\u8907\u7fd2\u4e00\u4e0b\u5427\");\n        }\n      }\n    \n<\/script>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u524d\u8a00\uff1aLLM \u61c9\u7528\u958b\u767c\u7684\u73fe\u5be6\u56f0\u5883<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u4f60\u7b2c\u4e00\u6b21\u770b\u5230 LLM \u61c9\u7528\u7684\u7a0b\u5f0f\u78bc\u6642\uff0c\u53ef\u80fd\u6703\u89ba\u5f97\u300c\u5c31\u9019\u9ebc\u7c21\u55ae\uff1f\u300d\u2014\u2014\u547c\u53eb API\u3001\u50b3\u5165 prompt\u3001\u62ff\u5230\u56de\u61c9\u3002\u4f46\u7576\u9019\u6bb5\u7a0b\u5f0f\u78bc\u9032\u5165\u751f\u7522\u74b0\u5883\u5f8c\uff0c\u5669\u5922\u624d\u771f\u6b63\u958b\u59cb\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u8005\u56de\u5831\u300cAI \u56de\u7b54\u602a\u602a\u7684\u300d\uff0c\u4f46\u4f60\u5b8c\u5168\u4e0d\u77e5\u9053\u7576\u6642\u7684 prompt \u9577\u4ec0\u9ebc\u6a23<\/li>\n<li>\u4e0a\u9031\u904b\u4f5c\u6b63\u5e38\u7684\u529f\u80fd\uff0c\u9019\u9031\u7a81\u7136\u54c1\u8cea\u4e0b\u964d\uff0c\u537b\u7121\u5f9e\u8ffd\u67e5\u539f\u56e0<\/li>\n<li>\u5718\u968a\u6210\u54e1\u5404\u81ea\u4fee\u6539 prompt\uff0c\u6c92\u4eba\u77e5\u9053\u54ea\u500b\u7248\u672c\u6548\u679c\u6700\u597d<\/li>\n<li>\u60f3\u8a55\u4f30 AI \u56de\u7b54\u54c1\u8cea\uff0c\u53ea\u80fd\u9760\u4eba\u5de5\u4e00\u7b46\u4e00\u7b46\u6aa2\u67e5<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u4e9b\u5c31\u662f LLM \u61c9\u7528\u7684\u300c\u9ed1\u76d2\u554f\u984c\u300d\u2014\u2014\u4f60\u7121\u6cd5\u89c0\u6e2c\u3001\u7121\u6cd5\u8ffd\u6eaf\u3001\u7121\u6cd5\u7cfb\u7d71\u6027\u8a55\u4f30\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MLflow GenAI \u6b63\u662f\u70ba\u4e86\u89e3\u6c7a\u9019\u4e9b\u554f\u984c\u800c\u751f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">MLflow GenAI \u662f\u4ec0\u9ebc\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">MLflow GenAI \u662f MLflow \u91dd\u5c0d\u751f\u6210\u5f0f AI \u61c9\u7528\u63a8\u51fa\u7684\u5c08\u7528\u6a21\u7d44\uff0c\u63d0\u4f9b\u5f9e\u958b\u767c\u5230\u751f\u7522\u7684\u5b8c\u6574\u751f\u547d\u9031\u671f\u7ba1\u7406\u3002\u8207\u50b3\u7d71\u7684 ML \u5be6\u9a57\u8ffd\u8e64\u4e0d\u540c\uff0c\u5b83\u5c08\u6ce8\u65bc\u89e3\u6c7a LLM \u61c9\u7528\u7279\u6709\u7684\u6311\u6230\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>\u50b3\u7d71 MLflow<\/th>\n<th>MLflow GenAI<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u8ffd\u8e64\u6a21\u578b\u8a13\u7df4\u53c3\u6578<\/td>\n<td>\u8ffd\u8e64 prompt \u548c LLM \u547c\u53eb\u93c8\u8def<\/td>\n<\/tr>\n<tr>\n<td>\u8a18\u9304\u6a21\u578b metrics<\/td>\n<td>\u8a18\u9304 token \u4f7f\u7528\u91cf\u3001\u5ef6\u9072\u3001\u54c1\u8cea\u5206\u6578<\/td>\n<\/tr>\n<tr>\n<td>\u7248\u672c\u5316\u6a21\u578b\u6a94\u6848<\/td>\n<td>\u7248\u672c\u5316 prompt \u6a21\u677f\u548c\u914d\u7f6e<\/td>\n<\/tr>\n<tr>\n<td>\u8a55\u4f30\u6a21\u578b\u6e96\u78ba\u5ea6<\/td>\n<td>\u7528 LLM \u8a55\u4f30 LLM\uff08LLM-as-a-judge\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">MLflow GenAI \u5efa\u69cb\u5728\u4e09\u5927\u6838\u5fc3\u529f\u80fd\u4e4b\u4e0a\uff1a<strong>Tracing<\/strong>\uff08\u53ef\u89c0\u6e2c\u6027\uff09\u3001<strong>Logging<\/strong>\uff08\u7248\u672c\u7ba1\u7406\uff09\u3001<strong>Evaluation<\/strong>\uff08\u54c1\u8cea\u8a55\u4f30\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6838\u5fc3\u529f\u80fd\u4e00\uff1aTracing\uff08\u53ef\u89c0\u6e2c\u6027\uff09<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u554f\u984c\u60c5\u5883<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5047\u8a2d\u4f60\u7684 LLM \u61c9\u7528\u4e32\u63a5\u4e86 RAG\uff08\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff09\uff0c\u6d41\u7a0b\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\"><span><code class=\"hljs\">\u4f7f\u7528\u8005\u554f\u984c -&gt; \u5411\u91cf\u6aa2\u7d22 -&gt; \u7d44\u5408 prompt -&gt; LLM \u547c\u53eb -&gt; \u56de\u61c9\n<\/code><\/span><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u7576\u56de\u7b54\u54c1\u8cea\u4e0d\u4f73\u6642\uff0c\u554f\u984c\u53ef\u80fd\u51fa\u5728\u4efb\u4f55\u4e00\u500b\u74b0\u7bc0\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6aa2\u7d22\u5230\u7684\u6587\u4ef6\u4e0d\u76f8\u95dc\uff1f<\/li>\n<li>prompt \u7d44\u5408\u65b9\u5f0f\u6709\u554f\u984c\uff1f<\/li>\n<li>LLM \u672c\u8eab\u5e7b\u89ba\uff1f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6c92\u6709 tracing\uff0c\u4f60\u53ea\u80fd\u76f2\u76ee\u731c\u6e2c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Tracing \u5982\u4f55\u89e3\u6c7a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MLflow Tracing \u6703\u6355\u6349\u5b8c\u6574\u7684\u57f7\u884c\u93c8\u8def\uff0c\u8a18\u9304\u6bcf\u500b\u6b65\u9a5f\u7684\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8f38\u5165\u8207\u8f38\u51fa<\/strong>\uff1a\u6bcf\u500b\u51fd\u5f0f\u63a5\u6536\u4ec0\u9ebc\u3001\u56de\u50b3\u4ec0\u9ebc<\/li>\n<li><strong>\u57f7\u884c\u6642\u9593<\/strong>\uff1a\u54ea\u500b\u6b65\u9a5f\u6700\u8017\u6642<\/li>\n<li><strong>Token \u4f7f\u7528\u91cf<\/strong>\uff1a\u6210\u672c\u5206\u4f48\u5728\u54ea\u88e1<\/li>\n<li><strong>\u4e2d\u7e7c\u8cc7\u6599<\/strong>\uff1a\u6a21\u578b\u7248\u672c\u3001\u6eab\u5ea6\u53c3\u6578\u7b49\u914d\u7f6e<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7a0b\u5f0f\u78bc\u7bc4\u4f8b<\/h3>\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\">import mlflow\n\n<span class=\"hljs-comment\"># \u555f\u7528\u81ea\u52d5\u8ffd\u8e64\uff08\u652f\u63f4 OpenAI\u3001LangChain \u7b49 30+ \u6846\u67b6\uff09<\/span>\nmlflow.openai.autolog()\n\n<span class=\"hljs-comment\"># \u4f60\u7684\u7a0b\u5f0f\u78bc\u5b8c\u5168\u4e0d\u9700\u8981\u4fee\u6539<\/span>\nresponse = client.chat.completions.create(\n    model=<span class=\"hljs-string\">\"gpt-4\"<\/span>,\n    messages=&#91;{<span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"user\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"\u4ec0\u9ebc\u662f MLflow\uff1f\"<\/span>}]\n)\n\n<span class=\"hljs-comment\"># MLflow \u81ea\u52d5\u8a18\u9304\uff1a<\/span>\n<span class=\"hljs-comment\"># - \u5b8c\u6574\u7684 prompt \u5167\u5bb9<\/span>\n<span class=\"hljs-comment\"># - \u56de\u61c9\u5167\u5bb9<\/span>\n<span class=\"hljs-comment\"># - token \u6578\u91cf\uff08input\/output\uff09<\/span>\n<span class=\"hljs-comment\"># - \u5ef6\u9072\u6642\u9593<\/span>\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\u5c31\u662f MLflow \u5f37\u8abf\u7684\u300c\u4e00\u884c\u7a0b\u5f0f\u78bc\u555f\u7528\u8ffd\u8e64\u300d\u2014\u2014\u900f\u904e <code>autolog()<\/code> \u81ea\u52d5\u6514\u622a\u6846\u67b6\u7684 API \u547c\u53eb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5728 UI \u4e2d\u770b\u5230\u4ec0\u9ebc<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 MLflow UI \u4e2d\uff0c\u4f60\u53ef\u4ee5\u770b\u5230\u985e\u4f3c\u9019\u6a23\u7684\u8ffd\u8e64\u7d50\u679c\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-2\" data-shcb-language-name=\"JavaScript\" data-shcb-language-slug=\"javascript\"><span><code class=\"hljs language-javascript\">&#91;Trace] user_query_handler (\u7e3d\u8017\u6642: <span class=\"hljs-number\">2.3<\/span>s)\n  |\n  +-- &#91;Span] vector_search (<span class=\"hljs-number\">0.3<\/span>s)\n  |     inputs: {<span class=\"hljs-string\">\"query\"<\/span>: <span class=\"hljs-string\">\"\u4ec0\u9ebc\u662f MLflow\uff1f\"<\/span>}\n  |     outputs: {<span class=\"hljs-string\">\"documents\"<\/span>: &#91;...], <span class=\"hljs-string\">\"scores\"<\/span>: &#91;<span class=\"hljs-number\">0.92<\/span>, <span class=\"hljs-number\">0.87<\/span>]}\n  |\n  +-- &#91;Span] prompt_assembly (<span class=\"hljs-number\">0.01<\/span>s)\n  |     inputs: {<span class=\"hljs-string\">\"template\"<\/span>: <span class=\"hljs-string\">\"...\"<\/span>, <span class=\"hljs-string\">\"context\"<\/span>: <span class=\"hljs-string\">\"...\"<\/span>}\n  |     outputs: {<span class=\"hljs-string\">\"final_prompt\"<\/span>: <span class=\"hljs-string\">\"...\"<\/span>}\n  |\n  +-- &#91;Span] llm_call (<span class=\"hljs-number\">2.0<\/span>s)\n        <span class=\"hljs-attr\">inputs<\/span>: {<span class=\"hljs-string\">\"model\"<\/span>: <span class=\"hljs-string\">\"gpt-4\"<\/span>, <span class=\"hljs-string\">\"messages\"<\/span>: &#91;...]}\n        <span class=\"hljs-attr\">outputs<\/span>: {<span class=\"hljs-string\">\"response\"<\/span>: <span class=\"hljs-string\">\"MLflow \u662f\u4e00\u500b...\"<\/span>}\n        <span class=\"hljs-attr\">metadata<\/span>: {<span class=\"hljs-string\">\"tokens\"<\/span>: {<span class=\"hljs-string\">\"input\"<\/span>: <span class=\"hljs-number\">150<\/span>, <span class=\"hljs-string\">\"output\"<\/span>: <span class=\"hljs-number\">200<\/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\">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\">\u4e00\u773c\u5c31\u80fd\u770b\u51fa\uff1aLLM \u547c\u53eb\u4f54\u4e86 87% \u7684\u6642\u9593\uff0c\u800c\u6aa2\u7d22\u7d50\u679c\u7684\u76f8\u95dc\u6027\u5206\u6578\u90fd\u5f88\u9ad8\uff0c\u6240\u4ee5\u554f\u984c\u53ef\u80fd\u51fa\u5728 prompt \u7d44\u5408\u6216 LLM \u672c\u8eab\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">OpenTelemetry \u76f8\u5bb9\u6027<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MLflow Tracing \u5b8c\u5168\u76f8\u5bb9 OpenTelemetry \u6a19\u6e96\uff0c\u9019\u610f\u5473\u8457\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ef\u4ee5\u532f\u51fa\u5230 Jaeger\u3001Zipkin\u3001Datadog \u7b49\u73fe\u6709\u76e3\u63a7\u7cfb\u7d71<\/li>\n<li>\u53ef\u4ee5\u8207\u5f8c\u7aef\u670d\u52d9\u7684 traces \u4e32\u63a5\uff0c\u5f62\u6210\u7aef\u5c0d\u7aef\u8ffd\u8e64<\/li>\n<li>\u6c92\u6709\u4f9b\u61c9\u5546\u9396\u5b9a\uff0c\u96a8\u6642\u53ef\u4ee5\u9077\u79fb<\/li>\n<\/ul>\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\"><span class=\"hljs-comment\"># \u532f\u51fa\u5230 OpenTelemetry Collector<\/span>\nimport os\nos.environ&#91;<span class=\"hljs-string\">\"OTEL_EXPORTER_OTLP_ENDPOINT\"<\/span>] = <span class=\"hljs-string\">\"http:\/\/collector:4317\"<\/span>\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<h2 class=\"wp-block-heading\">\u6838\u5fc3\u529f\u80fd\u4e8c\uff1aLogging\uff08\u7248\u672c\u7ba1\u7406\uff09<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u554f\u984c\u60c5\u5883<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u7684\u5718\u968a\u6709\u4e09\u500b\u4eba\u540c\u6642\u5728\u8abf\u6574 prompt\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Alice \u89ba\u5f97\u52a0\u4e0a\u300c\u8acb\u7528\u7e41\u9ad4\u4e2d\u6587\u56de\u7b54\u300d\u6548\u679c\u66f4\u597d<\/li>\n<li>Bob \u8a8d\u70ba\u61c9\u8a72\u5728 system prompt \u5f37\u8abf\u300c\u7c21\u6f54\u56de\u7b54\u300d<\/li>\n<li>Carol \u60f3\u5617\u8a66\u65b0\u7684 few-shot \u7bc4\u4f8b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u9031\u5f8c\uff0c\u751f\u7522\u74b0\u5883\u7684 prompt \u5df2\u7d93\u9762\u76ee\u5168\u975e\uff0c\u6c92\u4eba\u8a18\u5f97\u539f\u672c\u9577\u4ec0\u9ebc\u6a23\uff0c\u4e5f\u4e0d\u77e5\u9053\u54ea\u6b21\u4fee\u6539\u9020\u6210\u4e86\u54c1\u8cea\u4e0b\u964d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Prompt Registry \u5982\u4f55\u89e3\u6c7a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MLflow Prompt Registry \u63d0\u4f9b\u985e\u4f3c Git \u7684\u7248\u672c\u63a7\u5236\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\">import mlflow\n\n<span class=\"hljs-comment\"># \u8a3b\u518a\u4e00\u500b prompt \u6a21\u677f<\/span>\nmlflow.genai.register_prompt(\n    name=<span class=\"hljs-string\">\"customer-support\"<\/span>,\n    template=<span class=\"hljs-string\">\"\"<\/span><span class=\"hljs-string\">\"\u4f60\u662f\u4e00\u500b\u5ba2\u670d\u52a9\u7406\u3002\n\n\u4f7f\u7528\u8005\u554f\u984c\uff1a{{question}}\n\u76f8\u95dc\u6587\u4ef6\uff1a{{context}}\n\n\u8acb\u6839\u64da\u6587\u4ef6\u5167\u5bb9\u56de\u7b54\u554f\u984c\u3002\u5982\u679c\u6587\u4ef6\u4e2d\u6c92\u6709\u76f8\u95dc\u8cc7\u8a0a\uff0c\u8acb\u8aa0\u5be6\u8aaa\u660e\u3002\"<\/span><span class=\"hljs-string\">\"\"<\/span>,\n    commit_message=<span class=\"hljs-string\">\"\u521d\u59cb\u7248\u672c\uff1a\u57fa\u672c\u5ba2\u670d\u6a21\u677f\"<\/span>\n)\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\">\u6bcf\u6b21\u4fee\u6539\u90fd\u6703\u7522\u751f\u65b0\u7248\u672c\uff0c\u4e14\u820a\u7248\u672c\u6c38\u9060\u4e0d\u6703\u88ab\u8986\u84cb\uff08immutable\uff09\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\"><span><code class=\"hljs\">customer-support\n  |- v1: \u521d\u59cb\u7248\u672c\uff082024-01-15\uff09\n  |- v2: \u65b0\u589e\u7e41\u9ad4\u4e2d\u6587\u8981\u6c42\uff082024-01-16\uff09\n  |- v3: \u8abf\u6574\u8a9e\u6c23\u66f4\u53cb\u5584\uff082024-01-18\uff09\n<\/code><\/span><\/pre><\/div>\n\n\n<h3 class=\"wp-block-heading\">Alias \u6a5f\u5236<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5be6\u52d9\u4e0a\uff0c\u4f60\u4e0d\u6703\u60f3\u5728\u7a0b\u5f0f\u78bc\u4e2d\u5beb\u6b7b <code>v3<\/code>\u3002MLflow \u63d0\u4f9b alias\uff08\u5225\u540d\uff09\u6a5f\u5236\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=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># \u8a2d\u5b9a production alias \u6307\u5411 v2<\/span>\n<span class=\"hljs-comment\"># \u8a2d\u5b9a staging alias \u6307\u5411 v3<\/span>\n\n<span class=\"hljs-comment\"># \u7a0b\u5f0f\u78bc\u4e2d\u4f7f\u7528 alias<\/span>\nprompt = mlflow.genai.load_prompt(<span class=\"hljs-string\">\"prompts:\/customer-support@production\"<\/span>)\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-5\"><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\">\u7576 v3 \u6e2c\u8a66\u901a\u904e\u5f8c\uff0c\u53ea\u9700\u8981\u628a production alias \u6307\u5411 v3\uff0c\u4e0d\u9700\u8981\u6539\u4efb\u4f55\u7a0b\u5f0f\u78bc\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LoggedModel\uff1a\u5b8c\u6574\u61c9\u7528\u7248\u672c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9664\u4e86 prompt\uff0cMLflow \u7684 <code>LoggedModel<\/code> \u53ef\u4ee5\u8ffd\u8e64\u6574\u500b\u61c9\u7528\u7684\u72c0\u614b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Git commit hash<\/li>\n<li>\u6240\u6709 prompt \u7248\u672c<\/li>\n<li>\u6a21\u578b\u914d\u7f6e\uff08temperature\u3001max_tokens \u7b49\uff09<\/li>\n<li>\u76f8\u4f9d\u5957\u4ef6\u7248\u672c<\/li>\n<\/ul>\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\">with mlflow.start_run():\n    mlflow.set_active_model(name=<span class=\"hljs-string\">\"customer-support-bot\"<\/span>)\n\n    <span class=\"hljs-comment\"># \u6240\u6709\u5f8c\u7e8c\u7684 traces \u90fd\u6703\u95dc\u806f\u5230\u9019\u500b\u7248\u672c<\/span>\n    response = process_user_query(question)\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\">\u7576\u554f\u984c\u767c\u751f\u6642\uff0c\u4f60\u53ef\u4ee5\u7cbe\u78ba\u77e5\u9053\u300c2024-01-18 15:30 \u7684\u90a3\u500b\u7570\u5e38\u56de\u61c9\uff0c\u7528\u7684\u662f\u54ea\u500b\u7248\u672c\u7684\u7a0b\u5f0f\u78bc\u548c prompt\u300d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6838\u5fc3\u529f\u80fd\u4e09\uff1aEvaluation\uff08\u54c1\u8cea\u8a55\u4f30\uff09<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u554f\u984c\u60c5\u5883<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u4fee\u6539\u4e86 prompt\uff0c\u89ba\u5f97\u6548\u679c\u8b8a\u597d\u4e86\u3002\u4f46\u300c\u89ba\u5f97\u300d\u4e0d\u5920\u5ba2\u89c0\u2014\u2014\u600e\u9ebc\u8b49\u660e\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u50b3\u7d71\u505a\u6cd5\u662f\u4eba\u5de5\u8a55\u4f30\uff1a\u6e96\u5099 100 \u500b\u6e2c\u8a66\u554f\u984c\uff0c\u8acb\u4eba\u9010\u4e00\u5224\u65b7\u56de\u7b54\u54c1\u8cea\u3002\u9019\u4e0d\u50c5\u8017\u6642\uff0c\u9084\u6709\u4e3b\u89c0\u504f\u5dee\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LLM-as-a-Judge \u5982\u4f55\u89e3\u6c7a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MLflow \u63a1\u7528\u300c\u7528 LLM \u8a55\u4f30 LLM\u300d\u7684\u65b9\u6cd5\uff0c\u7a31\u70ba LLM-as-a-Judge\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-7\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">import mlflow\n\n<span class=\"hljs-comment\"># \u5b9a\u7fa9\u8a55\u4f30\u8cc7\u6599\u96c6<\/span>\neval_data = &#91;\n    {<span class=\"hljs-string\">\"question\"<\/span>: <span class=\"hljs-string\">\"\u5982\u4f55\u91cd\u8a2d\u5bc6\u78bc\uff1f\"<\/span>, <span class=\"hljs-string\">\"expected\"<\/span>: <span class=\"hljs-string\">\"\u8acb\u81f3\u8a2d\u5b9a\u9801\u9762...\"<\/span>},\n    {<span class=\"hljs-string\">\"question\"<\/span>: <span class=\"hljs-string\">\"\u9000\u6b3e\u9700\u8981\u5e7e\u5929\uff1f\"<\/span>, <span class=\"hljs-string\">\"expected\"<\/span>: <span class=\"hljs-string\">\"\u4e00\u822c\u9700\u8981 3-5 \u500b\u5de5\u4f5c\u5929...\"<\/span>},\n]\n\n<span class=\"hljs-comment\"># \u57f7\u884c\u8a55\u4f30<\/span>\nresults = mlflow.genai.evaluate(\n    data=eval_data,\n    predict_fn=my_chatbot,\n    scorers=&#91;\n        mlflow.genai.scorers.Correctness(),      <span class=\"hljs-comment\"># \u56de\u7b54\u662f\u5426\u6b63\u78ba<\/span>\n        mlflow.genai.scorers.Relevance(),        <span class=\"hljs-comment\"># \u56de\u7b54\u662f\u5426\u76f8\u95dc<\/span>\n        mlflow.genai.scorers.Guidelines(         <span class=\"hljs-comment\"># \u81ea\u8a02\u8a55\u4f30\u6a19\u6e96<\/span>\n            guidelines=<span class=\"hljs-string\">\"\u56de\u7b54\u5fc5\u9808\u4f7f\u7528\u7e41\u9ad4\u4e2d\u6587\uff0c\u8a9e\u6c23\u53cb\u5584\u5c08\u696d\"<\/span>\n        ),\n    ]\n)\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<h3 class=\"wp-block-heading\">\u5167\u5efa Scorers<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MLflow \u63d0\u4f9b\u591a\u7a2e\u5167\u5efa\u8a55\u4f30\u5668\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>Scorer<\/th>\n<th>\u8a55\u4f30\u5167\u5bb9<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>Correctness<\/code><\/td>\n<td>\u56de\u7b54\u662f\u5426\u6b63\u78ba\uff08\u9700\u63d0\u4f9b\u9810\u671f\u7b54\u6848\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>Relevance<\/code><\/td>\n<td>\u56de\u7b54\u662f\u5426\u8207\u554f\u984c\u76f8\u95dc<\/td>\n<\/tr>\n<tr>\n<td><code>RetrievalGroundedness<\/code><\/td>\n<td>\u56de\u7b54\u662f\u5426\u57fa\u65bc\u6aa2\u7d22\u7684\u6587\u4ef6\uff08\u9632\u6b62\u5e7b\u89ba\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>Guidelines<\/code><\/td>\n<td>\u662f\u5426\u7b26\u5408\u81ea\u8a02\u6e96\u5247<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u8a55\u4f30\u7d50\u679c\u89e3\u8b80<\/h3>\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=\"JavaScript\" data-shcb-language-slug=\"javascript\"><span><code class=\"hljs language-javascript\">\u8a55\u4f30\u7d50\u679c\u6458\u8981\uff1a\n- \u6b63\u78ba\u6027\uff1a<span class=\"hljs-number\">85<\/span>% (<span class=\"hljs-number\">85<\/span>\/<span class=\"hljs-number\">100<\/span> \u901a\u904e)\n- \u76f8\u95dc\u6027\uff1a<span class=\"hljs-number\">92<\/span>% (<span class=\"hljs-number\">92<\/span>\/<span class=\"hljs-number\">100<\/span> \u901a\u904e)\n- \u6e96\u5247\u7b26\u5408\u5ea6\uff1a<span class=\"hljs-number\">78<\/span>% (<span class=\"hljs-number\">78<\/span>\/<span class=\"hljs-number\">100<\/span> \u901a\u904e)\n\n\u5931\u6557\u6848\u4f8b\u5206\u6790\uff1a\n- Q: <span class=\"hljs-string\">\"\u5982\u4f55\u53d6\u6d88\u8a02\u95b1\uff1f\"<\/span>\n- A: <span class=\"hljs-string\">\"\u8acb\u806f\u7e6b\u5ba2\u670d\u8655\u7406\u3002\"<\/span>\n- \u8a55\u4f30\uff1a\u6e96\u5247\u4e0d\u7b26\u5408 - \u56de\u7b54\u904e\u65bc\u7c21\u77ed\uff0c\u672a\u63d0\u4f9b\u5177\u9ad4\u6b65\u9a5f\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-8\"><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<h3 class=\"wp-block-heading\">\u8207 Tracing \u6574\u5408<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a55\u4f30\u7d50\u679c\u6703\u81ea\u52d5\u95dc\u806f\u5230\u5c0d\u61c9\u7684 traces\uff0c\u8b93\u4f60\u53ef\u4ee5\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u627e\u51fa\u6240\u6709\u300c\u5e7b\u89ba\u300d\u5206\u6578\u4f4e\u7684\u56de\u61c9<\/li>\n<li>\u6aa2\u8996\u9019\u4e9b\u56de\u61c9\u7684\u5b8c\u6574\u57f7\u884c\u93c8\u8def<\/li>\n<li>\u5206\u6790\u662f\u54ea\u500b\u74b0\u7bc0\u51fa\u4e86\u554f\u984c<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">MLflow GenAI vs \u50b3\u7d71 MLflow\uff1a\u5dee\u7570\u6bd4\u8f03<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>\u9762\u5411<\/th>\n<th>\u50b3\u7d71 MLflow<\/th>\n<th>MLflow GenAI<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u8ffd\u8e64\u5c0d\u8c61<\/strong><\/td>\n<td>\u8a13\u7df4\u8fed\u4ee3\uff08epoch\u3001loss\uff09<\/td>\n<td>\u63a8\u8ad6\u8acb\u6c42\uff08prompt\u3001response\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>\u7248\u672c\u5316\u5167\u5bb9<\/strong><\/td>\n<td>\u6a21\u578b\u6b0a\u91cd\u6a94\u6848<\/td>\n<td>prompt \u6a21\u677f\u3001\u61c9\u7528\u914d\u7f6e<\/td>\n<\/tr>\n<tr>\n<td><strong>\u8a55\u4f30\u65b9\u5f0f<\/strong><\/td>\n<td>\u6578\u503c metrics\uff08accuracy\uff09<\/td>\n<td>LLM \u8a55\u4f30 + \u4eba\u985e\u53cd\u994b<\/td>\n<\/tr>\n<tr>\n<td><strong>\u4e3b\u8981\u5834\u666f<\/strong><\/td>\n<td>\u6a21\u578b\u8a13\u7df4\u5be6\u9a57<\/td>\n<td>LLM \u61c9\u7528\u958b\u767c\u8207\u76e3\u63a7<\/td>\n<\/tr>\n<tr>\n<td><strong>\u8cc7\u6599\u91cf\u7d1a<\/strong><\/td>\n<td>\u5c11\u91cf\u5be6\u9a57\u8a18\u9304<\/td>\n<td>\u5927\u91cf\u5373\u6642\u8acb\u6c42<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7c21\u55ae\u4f86\u8aaa\uff1a\u50b3\u7d71 MLflow \u95dc\u6ce8\u300c\u5982\u4f55\u8a13\u7df4\u51fa\u597d\u6a21\u578b\u300d\uff0cMLflow GenAI \u95dc\u6ce8\u300c\u5982\u4f55\u7528\u597d\u6a21\u578b\u5efa\u69cb\u597d\u61c9\u7528\u300d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f55\u6642\u8a72\u4f7f\u7528 MLflow GenAI\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u9069\u5408\u4f7f\u7528\u7684\u60c5\u5883<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f60\u6b63\u5728\u958b\u767c LLM \u61c9\u7528\uff08\u804a\u5929\u6a5f\u5668\u4eba\u3001RAG \u7cfb\u7d71\u3001AI Agent\uff09<\/li>\n<li>\u5718\u968a\u591a\u4eba\u5354\u4f5c\uff0c\u9700\u8981\u7248\u672c\u63a7\u5236 prompt<\/li>\n<li>\u61c9\u7528\u5df2\u4e0a\u7dda\uff0c\u9700\u8981\u76e3\u63a7\u54c1\u8cea\u548c\u9664\u932f<\/li>\n<li>\u60f3\u8981\u7cfb\u7d71\u6027\u8a55\u4f30 prompt \u4fee\u6539\u7684\u6548\u679c<\/li>\n<li>\u504f\u597d\u958b\u6e90\u65b9\u6848\uff0c\u907f\u514d\u4f9b\u61c9\u5546\u9396\u5b9a<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u53ef\u80fd\u4e0d\u9700\u8981\u7684\u60c5\u5883<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ea\u662f\u7c21\u55ae\u7684\u4e00\u6b21\u6027 API \u547c\u53eb<\/li>\n<li>\u5c1a\u5728 POC \u968e\u6bb5\uff0c\u9084\u6c92\u78ba\u5b9a\u67b6\u69cb<\/li>\n<li>\u5df2\u6709\u6210\u719f\u7684\u5167\u90e8\u76e3\u63a7\u7cfb\u7d71<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u6846\u67b6\u6574\u5408\u652f\u63f4<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">MLflow GenAI \u652f\u63f4 30+ \u6846\u67b6\u7684\u81ea\u52d5\u8ffd\u8e64\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>LLM Provider<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OpenAI<\/li>\n<li>Anthropic (Claude)<\/li>\n<li>Google Gemini<\/li>\n<li>AWS Bedrock<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Application Framework<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LangChain \/ LangGraph<\/li>\n<li>LlamaIndex<\/li>\n<li>DSPy<\/li>\n<li>Pydantic AI<\/li>\n<li>AutoGen \/ AG2<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>TypeScript \u751f\u614b\u7cfb<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Vercel AI SDK<\/li>\n<li>LangChain.js<\/li>\n<li>Mastra<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ea\u9700\u4e00\u884c <code>mlflow.xxx.autolog()<\/code> \u5373\u53ef\u555f\u7528\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5c0f\u7d50<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u4ecb\u7d39\u4e86 MLflow GenAI \u7684\u4e09\u5927\u6838\u5fc3\u529f\u80fd\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Tracing<\/strong>\uff1a\u6355\u6349\u5b8c\u6574\u57f7\u884c\u93c8\u8def\uff0c\u89e3\u6c7a\u300c\u9ed1\u76d2\u300d\u554f\u984c<\/li>\n<li><strong>Logging<\/strong>\uff1a\u7248\u672c\u5316\u7ba1\u7406 prompt \u548c\u61c9\u7528\u914d\u7f6e<\/li>\n<li><strong>Evaluation<\/strong>\uff1aLLM-as-a-Judge \u81ea\u52d5\u5316\u54c1\u8cea\u8a55\u4f30<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u4e09\u500b\u529f\u80fd\u76f8\u4e92\u914d\u5408\uff1aTracing \u7522\u751f\u8cc7\u6599\uff0cLogging \u8ffd\u8e64\u7248\u672c\uff0cEvaluation \u8a55\u4f30\u54c1\u8cea\u3002\u5f62\u6210\u4e00\u500b\u5b8c\u6574\u7684 LLM \u61c9\u7528\u53ef\u89c0\u6e2c\u6027\u89e3\u6c7a\u65b9\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u4e00\u7bc7\u6587\u7ae0\uff0c\u6211\u5011\u5c07\u5be6\u969b\u52d5\u624b\u5b89\u88dd MLflow\uff0c\u4e26\u4f7f\u7528 Tracing \u529f\u80fd\u8ffd\u8e64\u7b2c\u4e00\u500b LLM \u547c\u53eb\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5ef6\u4f38\u95b1\u8b80<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/mlflow.org\/docs\/latest\/genai\/\">MLflow GenAI \u5b98\u65b9\u6587\u4ef6<\/a><\/li>\n<li><a href=\"https:\/\/mlflow.org\/docs\/latest\/genai\/tracing\/\">MLflow Tracing \u6587\u4ef6<\/a><\/li>\n<li><a href=\"https:\/\/mlflow.org\/docs\/latest\/genai\/eval-monitor\/\">MLflow Evaluation \u6587\u4ef6<\/a><\/li>\n<li><a href=\"https:\/\/mlflow.org\/docs\/latest\/genai\/prompt-registry\/\">MLflow Prompt Registry<\/a><\/li>\n<\/ul>\n\n\n\n<div id=\"quiz-a511c52b\">\n<style>\n#quiz-a511c52b .badge {\n        display: inline-block;\n        padding: 4px 10px;\n        border-radius: 12px;\n        font-size: 0.75em;\n        font-weight: bold;\n        margin-left: 8px;\n      }#quiz-a511c52b .badge.scenario {\n        background: #ebf8ff;\n        color: #2b6cb0;\n      }#quiz-a511c52b .badge.debug {\n        background: #fef3c7;\n        color: #92400e;\n      }#quiz-a511c52b .question-adv {\n        background: white;\n        border-radius: 10px;\n        padding: 24px;\n        margin: 20px 0;\n        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);\n        border-left: 4px solid #ed8936;\n      }#quiz-a511c52b .question-adv h3 {\n        margin-top: 0;\n        color: #2d3748;\n      }#quiz-a511c52b .code-block {\n        background: #1e1e1e;\n        color: #d4d4d4;\n        padding: 14px;\n        border-radius: 6px;\n        font-family: \"Menlo\", \"Monaco\", \"Courier New\", monospace;\n        font-size: 0.9em;\n        overflow-x: auto;\n        margin: 12px 0;\n        white-space: pre-wrap;\n      }#quiz-a511c52b .options-adv {\n        list-style: none;\n        padding: 0;\n      }#quiz-a511c52b .options-adv li {\n        padding: 14px 16px;\n        margin: 10px 0;\n        border: 2px solid #e2e8f0;\n        border-radius: 8px;\n        cursor: pointer;\n        transition: all 0.2s;\n      }#quiz-a511c52b .options-adv li:hover:not(.disabled) {\n        border-color: #ed8936;\n        background: #fffaf0;\n      }#quiz-a511c52b .options-adv li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-a511c52b .options-adv li.show-answer {\n        border-color: #48bb78;\n        background: #f0fff4;\n      }#quiz-a511c52b .options-adv li.wrong {\n        border-color: #fc8181;\n        background: #fff5f5;\n      }#quiz-a511c52b .feedback-adv {\n        margin-top: 16px;\n        padding: 14px;\n        border-radius: 8px;\n        display: none;\n        line-height: 1.6;\n      }#quiz-a511c52b .feedback-adv.correct {\n        background: #f0fff4;\n        color: #276749;\n        display: block;\n      }#quiz-a511c52b .feedback-adv.wrong {\n        background: #fff5f5;\n        color: #c53030;\n        display: block;\n      }#quiz-a511c52b .feedback-adv \n      .score-adv {\n        text-align: center;\n        font-size: 1.4em;\n        padding: 24px;\n        background: white;\n        border-radius: 10px;\n        margin-top: 24px;\n        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);\n      }#quiz-a511c52b .intro {\n        background: #ebf8ff;\n        padding: 16px;\n        border-radius: 8px;\n        margin-bottom: 20px;\n        color: #2c5282;\n      }#quiz-a511c52b .scenario-box {\n        background: #f7fafc;\n        padding: 14px;\n        border-radius: 6px;\n        margin: 12px 0;\n        border-left: 3px solid #4299e1;\n        line-height: 1.6;\n      }\n<\/style>\n<h1>\u9032\u968e\u6e2c\u9a57\uff1aMLflow GenAI \u4e09\u5927\u6838\u5fc3\u529f\u80fd<\/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    <!-- \u60c5\u5883\u984c 1 -->\n    <div class=\"question-adv\" id=\"qAdv1\">\n      <h3>1. \u4f60\u7684 RAG \u61c9\u7528\u56de\u7b54\u54c1\u8cea\u7a81\u7136\u4e0b\u964d\uff0c\u9700\u8981\u627e\u51fa\u554f\u984c\u6240\u5728 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"scenario-box\">\n        \u4f60\u8ca0\u8cac\u7dad\u8b77\u4e00\u500b\u5ba2\u670d\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u4f7f\u7528 RAG \u67b6\u69cb\u3002\u6700\u8fd1\u4f7f\u7528\u8005\u53cd\u6620\u300cAI \u56de\u7b54\u90fd\u7b54\u975e\u6240\u554f\u300d\u3002\u4f60\u9700\u8981\u627e\u51fa\u554f\u984c\u662f\u51fa\u5728\u5411\u91cf\u6aa2\u7d22\u3001prompt \u7d44\u5408\u3001\u9084\u662f LLM \u672c\u8eab\u3002\u4f60\u5df2\u7d93\u6574\u5408\u4e86 MLflow GenAI\u3002\n      <\/div>\n      <p>\u6700\u9069\u5408\u7684\u505a\u6cd5\u662f\uff1f<\/p>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'B')\">A. \u91cd\u65b0\u8a13\u7df4\u5411\u91cf\u6a21\u578b\uff0c\u63d0\u5347\u6aa2\u7d22\u54c1\u8cea<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'B')\">B. \u67e5\u770b MLflow Tracing UI\uff0c\u6aa2\u8996\u57f7\u884c\u93c8\u8def\u4e2d\u6bcf\u500b\u6b65\u9a5f\u7684\u8f38\u5165\u8f38\u51fa<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'B')\">C. \u4fee\u6539 prompt \u52a0\u4e0a\u300c\u8acb\u4ed4\u7d30\u601d\u8003\u5f8c\u518d\u56de\u7b54\u300d<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'B')\">D. \u5347\u7d1a\u5230\u66f4\u5927\u7684 LLM \u6a21\u578b<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv1\"><\/div>\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 2 -->\n    <div class=\"question-adv\" id=\"qAdv2\">\n      <h3>2. \u5718\u968a\u9700\u8981\u7ba1\u7406\u591a\u4eba\u5354\u4f5c\u4fee\u6539\u7684 prompt <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"scenario-box\">\n        \u4f60\u7684\u5718\u968a\u6709\u4e09\u500b\u4eba\u540c\u6642\u5728\u8abf\u6574\u5ba2\u670d prompt\u3002\u4e00\u9031\u5f8c\u767c\u73fe\u751f\u7522\u74b0\u5883\u7684 prompt \u54c1\u8cea\u4e0b\u964d\uff0c\u4f46\u6c92\u4eba\u8a18\u5f97\u539f\u672c\u9577\u4ec0\u9ebc\u6a23\u3002\u4f60\u60f3\u5efa\u7acb\u4e00\u5957\u6d41\u7a0b\u907f\u514d\u9019\u7a2e\u60c5\u6cc1\u518d\u6b21\u767c\u751f\u3002\n      <\/div>\n      <p>\u4f7f\u7528 MLflow GenAI \u6700\u9069\u5408\u7684\u505a\u6cd5\u662f\uff1f<\/p>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'C')\">A. \u5efa\u7acb Google Doc \u8b93\u5927\u5bb6\u5171\u540c\u7de8\u8f2f prompt<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'C')\">B. \u6bcf\u6b21\u4fee\u6539\u90fd\u767c Email \u901a\u77e5\u5718\u968a\u6210\u54e1<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'C')\">C. \u4f7f\u7528 Prompt Registry \u8a3b\u518a prompt\uff0c\u642d\u914d alias \u7ba1\u7406 production\/staging \u7248\u672c<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'C')\">D. \u628a prompt \u5beb\u5728\u7a0b\u5f0f\u78bc\u88e1\uff0c\u7528 Git \u7248\u672c\u63a7\u5236<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv2\"><\/div>\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 3 -->\n    <div class=\"question-adv\" id=\"qAdv3\">\n      <h3>3. \u9700\u8981\u8b49\u660e\u65b0\u7684 prompt \u78ba\u5be6\u6bd4\u820a\u7248\u597d <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"scenario-box\">\n        \u4f60\u4fee\u6539\u4e86\u5ba2\u670d\u6a5f\u5668\u4eba\u7684 prompt\uff0c\u4e3b\u89c0\u611f\u89ba\u6548\u679c\u8b8a\u597d\u4e86\u3002\u4f46\u4e3b\u7ba1\u8981\u6c42\u4f60\u63d0\u4f9b\u5ba2\u89c0\u6578\u64da\u8b49\u660e\u300c\u65b0\u7248\u78ba\u5be6\u6bd4\u820a\u7248\u597d\u300d\uff0c\u800c\u4e14\u4e0d\u60f3\u82b1\u592a\u591a\u4eba\u529b\u505a\u4eba\u5de5\u8a55\u4f30\u3002\n      <\/div>\n      <p>\u4f7f\u7528 MLflow GenAI \u6700\u9069\u5408\u7684\u505a\u6cd5\u662f\uff1f<\/p>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(3, 'A', 'D')\">A. \u8acb\u5718\u968a\u6210\u54e1\u5404\u81ea\u6e2c\u8a66 10 \u500b\u554f\u984c\uff0c\u7d71\u8a08\u611f\u89ba\u8b8a\u597d\u7684\u6bd4\u4f8b<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'D')\">B. \u6bd4\u8f03\u65b0\u820a\u7248\u672c\u7684\u56de\u61c9\u6642\u9593\u548c token \u6578\u91cf<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'D')\">C. \u6536\u96c6\u4f7f\u7528\u8005\u56de\u994b\uff0c\u7d71\u8a08\u6eff\u610f\u5ea6\u5206\u6578<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'D')\">D. \u4f7f\u7528 <code>mlflow.genai.evaluate()<\/code> \u642d\u914d Correctness\u3001Relevance \u7b49 Scorers \u81ea\u52d5\u8a55\u4f30<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv3\"><\/div>\n    <\/div>\n\n    <!-- \u932f\u8aa4\u8a3a\u65b7\u984c 1 -->\n    <div class=\"question-adv\" id=\"qAdv4\">\n      <h3>4. \u5c0f\u660e\u60f3\u8981\u8f09\u5165\u751f\u7522\u74b0\u5883\u7684 prompt\uff0c\u4f46\u7a0b\u5f0f\u78bc\u6709\u554f\u984c <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\"># \u5c0f\u660e\u7684\u7a0b\u5f0f\u78bc\nprompt = mlflow.genai.load_prompt(&#8220;customer-support@v3&#8221;)<\/div>\n      <p>\u9019\u6bb5\u7a0b\u5f0f\u78bc\u7121\u6cd5\u6b63\u78ba\u8f09\u5165 prompt\uff0c\u6700\u53ef\u80fd\u7684\u539f\u56e0\u662f\uff1f<\/p>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'B')\">A. <code>load_prompt<\/code> \u65b9\u6cd5\u4e0d\u5b58\u5728\uff0c\u61c9\u8a72\u7528 <code>get_prompt<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'B')\">B. \u8def\u5f91\u683c\u5f0f\u932f\u8aa4\uff0c\u61c9\u8a72\u4f7f\u7528 <code>prompts:\/customer-support@production<\/code> \u683c\u5f0f<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'B')\">C. \u7248\u672c\u865f\u61c9\u8a72\u5beb\u6210 <code>v3<\/code> \u800c\u4e0d\u662f <code>@v3<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'B')\">D. \u9700\u8981\u5148\u547c\u53eb <code>mlflow.genai.connect()<\/code> \u5efa\u7acb\u9023\u7dda<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv4\"><\/div>\n    <\/div>\n\n    <!-- \u932f\u8aa4\u8a3a\u65b7\u984c 2 -->\n    <div class=\"question-adv\" id=\"qAdv5\">\n      <h3>5. \u5c0f\u83ef\u7684\u8a55\u4f30\u7a0b\u5f0f\u78bc\u6709\u554f\u984c\uff0cRetrievalGroundedness \u5206\u6578\u4e00\u76f4\u662f 0 <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\"># \u5c0f\u83ef\u7684\u8a55\u4f30\u7a0b\u5f0f\u78bc\neval_data = [\n    {&#8220;question&#8221;: &#8220;\u5982\u4f55\u91cd\u8a2d\u5bc6\u78bc\uff1f&#8221;, &#8220;expected&#8221;: &#8220;\u8acb\u81f3\u8a2d\u5b9a\u9801\u9762&#8230;&#8221;},\n    {&#8220;question&#8221;: &#8220;\u9000\u6b3e\u9700\u8981\u5e7e\u5929\uff1f&#8221;, &#8220;expected&#8221;: &#8220;\u4e00\u822c\u9700\u8981 3-5 \u500b\u5de5\u4f5c\u5929&#8230;&#8221;},\n]\n\nresults = mlflow.genai.evaluate(\n    data=eval_data,\n    predict_fn=my_chatbot,\n    scorers=[\n        mlflow.genai.scorers.RetrievalGroundedness(),\n    ]\n)<\/div>\n      <p>RetrievalGroundedness \u8a55\u5206\u4e00\u76f4\u662f 0 \u5206\uff0c\u6700\u53ef\u80fd\u7684\u539f\u56e0\u662f\uff1f<\/p>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'C')\">A. <code>expected<\/code> \u6b04\u4f4d\u7684\u5167\u5bb9\u592a\u77ed\uff0c\u9700\u8981\u66f4\u8a73\u7d30\u7684\u9810\u671f\u7b54\u6848<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'C')\">B. <code>my_chatbot<\/code> \u51fd\u5f0f\u56de\u50b3\u683c\u5f0f\u4e0d\u6b63\u78ba<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'C')\">C. \u8a55\u4f30\u8cc7\u6599\u7f3a\u5c11\u6aa2\u7d22\u6587\u4ef6\u6b04\u4f4d\uff0cRetrievalGroundedness \u9700\u8981\u6bd4\u5c0d\u56de\u7b54\u662f\u5426\u57fa\u65bc\u6aa2\u7d22\u7684\u6587\u4ef6<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'C')\">D. \u61c9\u8a72\u4f7f\u7528 <code>Correctness<\/code> scorer \u800c\u975e <code>RetrievalGroundedness<\/code><\/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: \"MLflow Tracing \u6703\u6355\u6349\u5b8c\u6574\u7684\u57f7\u884c\u93c8\u8def\uff0c\u8a18\u9304\u6bcf\u500b\u6b65\u9a5f\u7684\u8f38\u5165\u8207\u8f38\u51fa\u3002\u900f\u904e UI \u53ef\u4ee5\u4e00\u773c\u770b\u51fa\u662f\u5411\u91cf\u6aa2\u7d22\u7d50\u679c\u4e0d\u76f8\u95dc\u3001prompt \u7d44\u5408\u6709\u554f\u984c\u3001\u9084\u662f LLM \u672c\u8eab\u5e7b\u89ba\u3002\u5728\u9084\u6c92\u627e\u51fa\u554f\u984c\u4e4b\u524d\u5c31\u4fee\u6539\u6a21\u578b\u6216 prompt \u662f\u76f2\u76ee\u7684\u505a\u6cd5\u3002\",\n        2: \"MLflow Prompt Registry \u63d0\u4f9b\u985e\u4f3c Git \u7684\u7248\u672c\u63a7\u5236\uff0c\u6bcf\u6b21\u4fee\u6539\u90fd\u6703\u7522\u751f\u65b0\u7248\u672c\u4e14\u820a\u7248\u672c\u6c38\u9060\u4e0d\u6703\u88ab\u8986\u84cb\uff08immutable\uff09\u3002\u642d\u914d alias \u6a5f\u5236\uff0c\u53ef\u4ee5\u8a2d\u5b9a production\u3001staging \u7b49\u5225\u540d\u6307\u5411\u4e0d\u540c\u7248\u672c\uff0c\u5207\u63db\u7248\u672c\u6642\u4e0d\u9700\u8981\u6539\u7a0b\u5f0f\u78bc\u3002\u9019\u6bd4 Google Doc \u6216 Email \u66f4\u7cfb\u7d71\u5316\uff0c\u6bd4\u7d14 Git \u66f4\u5c08\u9580\u91dd\u5c0d prompt \u7ba1\u7406\u3002\",\n        3: \"MLflow \u7684 <code>mlflow.genai.evaluate()<\/code> \u63a1\u7528 LLM-as-a-Judge \u65b9\u6cd5\uff0c\u53ef\u4ee5\u81ea\u52d5\u5316\u8a55\u4f30\u54c1\u8cea\u3002\u5167\u5efa\u7684 Scorers \u5982 Correctness\uff08\u6b63\u78ba\u6027\uff09\u3001Relevance\uff08\u76f8\u95dc\u6027\uff09\u53ef\u4ee5\u63d0\u4f9b\u5ba2\u89c0\u6578\u64da\uff0c\u4e0d\u9700\u8981\u8017\u8cbb\u4eba\u529b\u505a\u4eba\u5de5\u8a55\u4f30\u3002\u56de\u61c9\u6642\u9593\u548c token \u6578\u91cf\u53ea\u662f\u6548\u7387\u6307\u6a19\uff0c\u4e0d\u80fd\u4ee3\u8868\u56de\u7b54\u54c1\u8cea\u3002\",\n        4: \"\u6839\u64da\u6587\u4ef6\uff0c\u6b63\u78ba\u7684\u8f09\u5165\u683c\u5f0f\u662f <code>prompts:\/customer-support@production<\/code>\uff0c\u4f7f\u7528 <code>prompts:\/<\/code> \u524d\u7db4\u52a0\u4e0a prompt \u540d\u7a31\u548c alias\uff08\u5982 <code>@production<\/code>\uff09\u3002\u76f4\u63a5\u5beb <code>customer-support@v3<\/code> \u7f3a\u5c11\u4e86 <code>prompts:\/<\/code> \u524d\u7db4\uff0c\u800c\u4e14\u5be6\u52d9\u4e0a\u61c9\u8a72\u4f7f\u7528 alias \u800c\u975e\u76f4\u63a5\u6307\u5b9a\u7248\u672c\u865f\u3002\",\n        5: \"RetrievalGroundedness \u662f\u7528\u4f86\u8a55\u4f30\u300c\u56de\u7b54\u662f\u5426\u57fa\u65bc\u6aa2\u7d22\u7684\u6587\u4ef6\u300d\u4ee5\u9632\u6b62\u5e7b\u89ba\u3002\u5b83\u9700\u8981\u6bd4\u5c0d LLM \u56de\u7b54\u8207\u6aa2\u7d22\u5230\u7684\u6587\u4ef6\u5167\u5bb9\uff0c\u4f46\u8a55\u4f30\u8cc7\u6599\u4e2d\u53ea\u6709 question \u548c expected\uff0c\u7f3a\u5c11\u6aa2\u7d22\u6587\u4ef6\uff08context\/documents\uff09\u6b04\u4f4d\uff0c\u6240\u4ee5\u7121\u6cd5\u6b63\u78ba\u8a55\u4f30\u3002Correctness \u5247\u662f\u6bd4\u5c0d\u56de\u7b54\u8207\u9810\u671f\u7b54\u6848\uff0c\u7528\u9014\u4e0d\u540c\u3002\"\n      };\n\n      function checkAnswerAdv(qNum, selected, correctAns) {\n        const question = document.getElementById(\"qAdv\" + qNum);\n        if (question.classList.contains(\"answered\")) return;\n\n        question.classList.add(\"answered\");\n        answeredAdv++;\n\n        const options = question.querySelectorAll(\".options-adv li\");\n        options.forEach((opt) => {\n          opt.classList.add(\"disabled\");\n          if (opt.textContent.startsWith(correctAns + \".\")) {\n            opt.classList.add(\"show-answer\");\n          }\n        });\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 =\n            \"\u2717 \u932f\u8aa4\u3002\u6b63\u78ba\u7b54\u6848\u662f \" + correctAns + \"\u3002\" + explanationsAdv[qNum];\n          options.forEach((opt) => {\n            if (opt.textContent.startsWith(selected + \".\")) {\n              opt.classList.add(\"wrong\");\n            }\n          });\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))\n            msg = \"\ud83d\udcaa \u5f88\u68d2\uff01\u518d\u8907\u7fd2\u4e00\u4e0b\u932f\u7684\u984c\u76ee\";\n          else if (correctAdv >= Math.ceil(totalAdv * 0.6))\n            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 =\n            \"\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\uff1aMLflow GenAI \u4e09\u5927\u6838\u5fc3\u529f\u80fd \u5171 5 \u984c\uff0c\u9ede\u9078\u7b54\u6848\u5f8c\u6703\u7acb\u5373\u986f\u793a\u7d50\u679c 1. MLflow Gen [&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":[215,206,223,222],"tags":[393,362,392,395,394],"class_list":["post-440","post","type-post","status-publish","format-standard","hentry","category-ai-ml","category-l3-","category-mlflow","category-mlops","tag-genai","tag-llm","tag-mlflow","tag-mlops","tag-tracing"],"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\/440","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=440"}],"version-history":[{"count":0,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/440\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/media?parent=440"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/categories?post=440"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/tags?post=440"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}