{"id":442,"date":"2026-01-27T18:10:32","date_gmt":"2026-01-27T10:10:32","guid":{"rendered":"https:\/\/blog.itsmygo.uk\/2026\/01\/27\/%e3%80%90mlflow-genai-%e6%95%99%e5%ad%b8%e3%80%9103-%e8%bf%bd%e8%b9%a4-claude-code%ef%bc%9acli-%e8%88%87-sdk-%e9%9b%99%e6%a8%a1%e5%bc%8f\/"},"modified":"2026-01-27T18:10:32","modified_gmt":"2026-01-27T10:10:32","slug":"%e3%80%90mlflow-genai-%e6%95%99%e5%ad%b8%e3%80%9103-%e8%bf%bd%e8%b9%a4-claude-code%ef%bc%9acli-%e8%88%87-sdk-%e9%9b%99%e6%a8%a1%e5%bc%8f","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%9103-%e8%bf%bd%e8%b9%a4-claude-code%ef%bc%9acli-%e8%88%87-sdk-%e9%9b%99%e6%a8%a1%e5%bc%8f\/","title":{"rendered":"\u3010MLflow GenAI \u6559\u5b78\u3011#03 \u8ffd\u8e64 Claude Code\uff1aCLI \u8207 SDK \u96d9\u6a21\u5f0f"},"content":{"rendered":"\n<div id=\"quiz-4442e5a7\">\n<style>\n#quiz-4442e5a7 .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-4442e5a7 .question h3 {\n        margin-top: 0;\n        color: #333;\n      }#quiz-4442e5a7 .options {\n        list-style: none;\n        padding: 0;\n      }#quiz-4442e5a7 .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-4442e5a7 .options li:hover:not(.disabled) {\n        border-color: #4caf50;\n        background: #f0fff0;\n      }#quiz-4442e5a7 .options li.correct {\n        border-color: #4caf50;\n        background: #e8f5e9;\n      }#quiz-4442e5a7 .options li.wrong {\n        border-color: #f44336;\n        background: #ffebee;\n      }#quiz-4442e5a7 .options li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-4442e5a7 .options li.show-answer {\n        border-color: #4caf50;\n        background: #e8f5e9;\n      }#quiz-4442e5a7 .feedback {\n        margin-top: 15px;\n        padding: 12px;\n        border-radius: 6px;\n        display: none;\n      }#quiz-4442e5a7 .feedback.correct {\n        background: #e8f5e9;\n        color: #2e7d32;\n        display: block;\n      }#quiz-4442e5a7 .feedback.wrong {\n        background: #ffebee;\n        color: #c62828;\n        display: block;\n      }#quiz-4442e5a7 .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-4442e5a7 .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 \u6559\u5b78 &#8211; \u8ffd\u8e64 Claude Code<\/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. \u4f7f\u7528 MLflow CLI \u8ffd\u8e64\u6a21\u5f0f\u6642\uff0c\u5982\u4f55\u5728\u7d42\u7aef\u555f\u7528 Claude Code \u5c0d\u8a71\u8ffd\u8e64\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(1, 'A', 'B')\">A. <code>mlflow start claude<\/code><\/li>\n        <li onclick=\"checkAnswer(1, 'B', 'B')\">B. <code>mlflow autolog claude<\/code><\/li>\n        <li onclick=\"checkAnswer(1, 'C', 'B')\">C. <code>mlflow track claude<\/code><\/li>\n        <li onclick=\"checkAnswer(1, 'D', 'B')\">D. <code>mlflow enable claude<\/code><\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb1\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q2\">\n      <h3>2. \u5728 Python SDK \u4e2d\u4f7f\u7528 MLflow \u8ffd\u8e64 Claude Agent SDK \u6642\uff0c\u5fc5\u9808\u4f7f\u7528\u54ea\u7a2e\u985e\u5225\u624d\u80fd\u88ab\u8ffd\u8e64\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(2, 'A', 'C')\">A. <code>ClaudeAgent<\/code><\/li>\n        <li onclick=\"checkAnswer(2, 'B', 'C')\">B. \u76f4\u63a5\u547c\u53eb <code>query()<\/code> \u51fd\u5f0f<\/li>\n        <li onclick=\"checkAnswer(2, 'C', 'C')\">C. <code>ClaudeSDKClient<\/code><\/li>\n        <li onclick=\"checkAnswer(2, 'D', 'C')\">D. <code>AnthropicClient<\/code><\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb2\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q3\">\n      <h3>3. CLI \u8ffd\u8e64\u6a21\u5f0f\u8207 SDK \u8ffd\u8e64\u6a21\u5f0f\u7684\u6700\u4f4e MLflow \u7248\u672c\u9700\u6c42\u5206\u5225\u70ba\u4f55\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(3, 'A', 'B')\">A. CLI: 3.0 \/ SDK: 3.0<\/li>\n        <li onclick=\"checkAnswer(3, 'B', 'B')\">B. CLI: 3.4 \/ SDK: 3.5<\/li>\n        <li onclick=\"checkAnswer(3, 'C', 'B')\">C. CLI: 3.5 \/ SDK: 3.4<\/li>\n        <li onclick=\"checkAnswer(3, 'D', 'B')\">D. CLI: 3.3 \/ SDK: 3.6<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb3\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q4\">\n      <h3>4. \u57f7\u884c <code>mlflow autolog claude<\/code> \u5f8c\uff0cMLflow \u6703\u5728\u54ea\u88e1\u5beb\u5165\u8ffd\u8e64\u8a2d\u5b9a\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(4, 'A', 'A')\">A. <code>.claude\/settings.json<\/code><\/li>\n        <li onclick=\"checkAnswer(4, 'B', 'A')\">B. <code>mlflow.config<\/code><\/li>\n        <li onclick=\"checkAnswer(4, 'C', 'A')\">C. <code>.mlflow\/claude.json<\/code><\/li>\n        <li onclick=\"checkAnswer(4, 'D', 'A')\">D. <code>~\/.claude\/config.yaml<\/code><\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb4\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q5\">\n      <h3>5. \u5728 Python \u7a0b\u5f0f\u4e2d\u4f7f\u7528 SDK \u8ffd\u8e64\u6642\uff0c<code>mlflow.anthropic.autolog()<\/code> \u61c9\u8a72\u5728\u4ec0\u9ebc\u6642\u6a5f\u547c\u53eb\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(5, 'A', 'B')\">A. \u5728\u7a0b\u5f0f\u7d50\u675f\u524d\u547c\u53eb<\/li>\n        <li onclick=\"checkAnswer(5, 'B', 'B')\">B. \u5728\u5efa\u7acb <code>ClaudeSDKClient<\/code> \u4e4b\u524d\u547c\u53eb<\/li>\n        <li onclick=\"checkAnswer(5, 'C', 'B')\">C. \u5728 <code>client.query()<\/code> \u4e4b\u5f8c\u547c\u53eb<\/li>\n        <li onclick=\"checkAnswer(5, 'D', 'B')\">D. \u547c\u53eb\u9806\u5e8f\u6c92\u6709\u9650\u5236<\/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: \"\u4f7f\u7528 <code>mlflow autolog claude<\/code> \u6307\u4ee4\u53ef\u4ee5\u5728\u7576\u524d\u76ee\u9304\u555f\u7528 Claude Code \u7684\u8ffd\u8e64\u529f\u80fd\u3002\u9019\u500b\u6307\u4ee4\u6703\u5728\u5c08\u6848\u76ee\u9304\u7684 <code>.claude\/settings.json<\/code> \u4e2d\u5beb\u5165\u8a2d\u5b9a\u6a94\u3002\",\n        2: \"MLflow \u7684\u8ffd\u8e64\u529f\u80fd\u53ea\u652f\u63f4\u4f7f\u7528 <code>ClaudeSDKClient<\/code> \u7684\u547c\u53eb\u3002\u76f4\u63a5\u547c\u53eb <code>query()<\/code> \u51fd\u5f0f\u4e0d\u6703\u88ab\u8ffd\u8e64\uff0c\u56e0\u70ba <code>query()<\/code> \u662f\u7c21\u5316\u7684\u6587\u5b57\u751f\u6210 API\uff0c\u4e0d\u652f\u63f4\u5de5\u5177\u547c\u53eb\u3002\",\n        3: \"\u6839\u64da\u6587\u4ef6\uff0cCLI \u8ffd\u8e64\u6a21\u5f0f\u9700\u8981 MLflow 3.4 \u4ee5\u4e0a\u7248\u672c\uff0c\u800c SDK \u8ffd\u8e64\u6a21\u5f0f\u9700\u8981 MLflow 3.5 \u4ee5\u4e0a\u7248\u672c\u3002\",\n        4: \"\u7576\u57f7\u884c <code>mlflow autolog claude<\/code> \u6642\uff0cMLflow \u6703\u5728\u5c08\u6848\u76ee\u9304\u7684 <code>.claude\/settings.json<\/code> \u4e2d\u5beb\u5165\u8a2d\u5b9a\u6a94\uff0c\u4e26\u5efa\u7acb\u5fc5\u8981\u7684 hooks\u3002\",\n        5: \"<code>mlflow.anthropic.autolog()<\/code> \u5fc5\u9808\u5728\u5efa\u7acb <code>ClaudeSDKClient<\/code> \u4e4b\u524d\u547c\u53eb\uff0c\u9019\u6a23\u624d\u80fd\u6b63\u78ba\u6514\u622a\u4e26\u8ffd\u8e64\u5f8c\u7e8c\u7684 API \u547c\u53eb\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<p class=\"wp-block-paragraph\">\u5728 AI \u4ee3\u7406\u958b\u767c\u4e2d\uff0c\u8ffd\u8e64\u6bcf\u4e00\u6b65\u64cd\u4f5c\u662f\u78ba\u4fdd\u7cfb\u7d71\u53ef\u9760\u7684\u95dc\u9375\u3002\u672c\u7bc7\u5c07\u4ecb\u7d39\u5982\u4f55\u4f7f\u7528 MLflow \u8ffd\u8e64 Claude Code \u7684\u4e92\u52d5\uff0c\u5305\u62ec\u547d\u4ee4\u5217\u5de5\u5177\uff08CLI\uff09\u8207 Python SDK \u5169\u7a2e\u6a21\u5f0f\u3002\u7121\u8ad6\u4f60\u662f\u7528\u4e92\u52d5\u5f0f\u7d42\u7aef\u64cd\u4f5c Claude\uff0c\u9084\u662f\u5728 Python \u61c9\u7528\u4e2d\u6574\u5408 Claude Agent SDK\uff0c\u90fd\u80fd\u900f\u904e MLflow \u5b8c\u6574\u8a18\u9304\u4ee3\u7406\u884c\u70ba\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u74b0\u5883\u9700\u6c42<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u958b\u59cb\u4e4b\u524d\uff0c\u8acb\u78ba\u4fdd\u74b0\u5883\u7b26\u5408\u4ee5\u4e0b\u8981\u6c42\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>\u5143\u4ef6<\/th>\n<th>\u6700\u4f4e\u7248\u672c<\/th>\n<th>\u7528\u9014<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>MLflow<\/td>\n<td>3.4+\uff08CLI\uff09\/ 3.5+\uff08SDK\uff09<\/td>\n<td>\u8ffd\u8e64\u6846\u67b6<\/td>\n<\/tr>\n<tr>\n<td>Claude Code CLI<\/td>\n<td>\u6700\u65b0\u7248<\/td>\n<td>\u4e92\u52d5\u5f0f\u5c0d\u8a71\u8ffd\u8e64<\/td>\n<\/tr>\n<tr>\n<td>Claude Agent SDK<\/td>\n<td>0.1.0+<\/td>\n<td>Python \u7a0b\u5f0f\u6574\u5408<\/td>\n<\/tr>\n<tr>\n<td>Python<\/td>\n<td>3.10+<\/td>\n<td>\u57f7\u884c\u74b0\u5883<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b89\u88dd\u5fc5\u8981\u5957\u4ef6\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\"># \u5b89\u88dd MLflow<\/span>\npip install mlflow&gt;=<span class=\"hljs-number\">3.5<\/span><span class=\"hljs-number\">.0<\/span>\n\n<span class=\"hljs-comment\"># \u5b89\u88dd Claude Agent SDK<\/span>\npip install claude-agent-sdk&gt;=<span class=\"hljs-number\">0.1<\/span><span class=\"hljs-number\">.0<\/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<h2 class=\"wp-block-heading\">CLI \u8ffd\u8e64\u6a21\u5f0f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u7fd2\u6163\u5728\u7d42\u7aef\u4f7f\u7528 <code>claude<\/code> \u6307\u4ee4\u8207 Claude Code \u4e92\u52d5\uff0cCLI \u8ffd\u8e64\u6a21\u5f0f\u8b93\u4f60\u7121\u9700\u4fee\u6539\u4efb\u4f55\u7a0b\u5f0f\u78bc\u5c31\u80fd\u81ea\u52d5\u8ffd\u8e64\u5c0d\u8a71\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u555f\u7528\u8ffd\u8e64<\/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-2\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># \u5728\u7576\u524d\u76ee\u9304\u555f\u7528\u8ffd\u8e64<\/span>\nmlflow autolog claude\n\n<span class=\"hljs-comment\"># \u5728\u6307\u5b9a\u5c08\u6848\u76ee\u9304\u555f\u7528<\/span>\nmlflow autolog claude ~\/my-project\n\n<span class=\"hljs-comment\"># \u6307\u5b9a\u5be6\u9a57\u540d\u7a31<\/span>\nmlflow autolog claude -n <span class=\"hljs-string\">\"My AI Project\"<\/span>\n\n<span class=\"hljs-comment\"># \u6307\u5b9a\u5be6\u9a57 ID<\/span>\nmlflow autolog claude -e <span class=\"hljs-number\">123456789<\/span>\n\n<span class=\"hljs-comment\"># \u4f7f\u7528\u672c\u5730\u6a94\u6848\u8ffd\u8e64<\/span>\nmlflow autolog claude -u file:<span class=\"hljs-comment\">\/\/.\/custom-mlruns<\/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<h3 class=\"wp-block-heading\">\u6aa2\u67e5\u8ffd\u8e64\u72c0\u614b<\/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\"><span><code class=\"hljs\">mlflow autolog claude --status\n<\/code><\/span><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u6307\u4ee4\u6703\u986f\u793a\u7576\u524d\u76ee\u9304\u7684\u8ffd\u8e64\u8a2d\u5b9a\u72c0\u614b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u505c\u7528\u8ffd\u8e64<\/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\"><span><code class=\"hljs\">mlflow autolog claude --disable\n<\/code><\/span><\/pre><\/div>\n\n\n<h3 class=\"wp-block-heading\">CLI \u8ffd\u8e64\u7684\u904b\u4f5c\u539f\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u4f60\u57f7\u884c <code>mlflow autolog claude<\/code> \u6642\uff0cMLflow \u6703\u5728\u5c08\u6848\u76ee\u9304\u7684 <code>.claude\/settings.json<\/code> \u4e2d\u5beb\u5165\u8a2d\u5b9a\u6a94\uff0c\u4e26\u5efa\u7acb\u5fc5\u8981\u7684 hooks\u3002\u4e4b\u5f8c\u6bcf\u6b21\u4f60\u5728\u8a72\u76ee\u9304\u57f7\u884c <code>claude<\/code> \u6307\u4ee4\uff0c\u5c0d\u8a71\u5167\u5bb9\u5c31\u6703\u81ea\u52d5\u8a18\u9304\u5230 MLflow\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8ffd\u8e64\u5167\u5bb9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">CLI \u6a21\u5f0f\u6703\u81ea\u52d5\u6355\u6349\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>User prompts<\/strong>\uff1a\u4f60\u8f38\u5165\u7684\u63d0\u793a\u8a5e<\/li>\n<li><strong>Assistant responses<\/strong>\uff1aClaude \u7684\u56de\u61c9\u5167\u5bb9<\/li>\n<li><strong>Tool usage<\/strong>\uff1a\u5de5\u5177\u547c\u53eb\u8a18\u9304\uff08\u6a94\u6848\u64cd\u4f5c\u3001\u7a0b\u5f0f\u57f7\u884c\u3001\u7db2\u9801\u641c\u5c0b\u7b49\uff09<\/li>\n<li><strong>Timing<\/strong>\uff1a\u5c0d\u8a71\u6642\u9593\u8207\u5ef6\u9072<\/li>\n<li><strong>Session metadata<\/strong>\uff1a\u5de5\u4f5c\u76ee\u9304\u3001\u4f7f\u7528\u8005\u8cc7\u8a0a<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">SDK \u8ffd\u8e64\u6a21\u5f0f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u4f60\u5728 Python \u61c9\u7528\u4e2d\u4f7f\u7528 Claude Agent SDK \u6642\uff0c\u53ef\u4ee5\u900f\u904e <code>mlflow.anthropic.autolog()<\/code> \u555f\u7528\u7a0b\u5f0f\u5316\u8ffd\u8e64\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u57fa\u672c\u8a2d\u5b9a<\/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-3\" data-shcb-language-name=\"CSS\" data-shcb-language-slug=\"css\"><span><code class=\"hljs language-css\"><span class=\"hljs-selector-tag\">import<\/span> <span class=\"hljs-selector-tag\">mlflow<\/span><span class=\"hljs-selector-class\">.anthropic<\/span>\n\n# \u555f\u7528\u81ea\u52d5\u8ffd\u8e64\n<span class=\"hljs-selector-tag\">mlflow<\/span><span class=\"hljs-selector-class\">.anthropic<\/span><span class=\"hljs-selector-class\">.autolog<\/span>()\n\n# \u8a2d\u5b9a\u5be6\u9a57\uff08\u9078\u7528\uff09\n<span class=\"hljs-selector-tag\">mlflow<\/span><span class=\"hljs-selector-class\">.set_experiment<\/span>(\"<span class=\"hljs-selector-tag\">my_claude_app<\/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\">CSS<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">css<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u5b8c\u6574\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-4\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">import asyncio\nimport mlflow\nimport mlflow.anthropic\nfrom claude_agent_sdk import ClaudeSDKClient, AssistantMessage, TextBlock\n\n<span class=\"hljs-comment\"># \u555f\u7528\u81ea\u52d5\u8ffd\u8e64\uff08\u5fc5\u9808\u5728\u5efa\u7acb ClaudeSDKClient \u4e4b\u524d\uff09<\/span>\nmlflow.anthropic.autolog()\n\n<span class=\"hljs-comment\"># \u8a2d\u5b9a\u8ffd\u8e64\u4f4d\u7f6e\u8207\u5be6\u9a57<\/span>\nmlflow.set_tracking_uri(<span class=\"hljs-string\">\"file:\/\/.\/mlruns\"<\/span>)\nmlflow.set_experiment(<span class=\"hljs-string\">\"claude_agent_demo\"<\/span>)\n\nasync def main():\n    async with ClaudeSDKClient() <span class=\"hljs-keyword\">as<\/span> client:\n        <span class=\"hljs-comment\"># \u767c\u9001\u67e5\u8a62<\/span>\n        await client.query(<span class=\"hljs-string\">\"\u8acb\u5217\u51fa\u76ee\u524d\u76ee\u9304\u7684\u6a94\u6848\u7d50\u69cb\"<\/span>)\n\n        <span class=\"hljs-comment\"># \u63a5\u6536\u56de\u61c9<\/span>\n        async <span class=\"hljs-keyword\">for<\/span> message in client.receive_response():\n            <span class=\"hljs-keyword\">if<\/span> isinstance(message, AssistantMessage):\n                <span class=\"hljs-keyword\">for<\/span> block in message.content:\n                    <span class=\"hljs-keyword\">if<\/span> isinstance(block, TextBlock):\n                        <span class=\"hljs-keyword\">print<\/span>(f<span class=\"hljs-string\">\"Claude: {block.text}\"<\/span>)\n\n<span class=\"hljs-keyword\">if<\/span> __name__ == <span class=\"hljs-string\">\"__main__\"<\/span>:\n    asyncio.run(main())\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<h3 class=\"wp-block-heading\">\u91cd\u8981\u9650\u5236\uff1a\u50c5\u652f\u63f4 ClaudeSDKClient<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MLflow \u7684\u8ffd\u8e64\u529f\u80fd<strong>\u53ea\u652f\u63f4\u4f7f\u7528 <code>ClaudeSDKClient<\/code> \u7684\u547c\u53eb<\/strong>\u3002\u76f4\u63a5\u547c\u53eb <code>query()<\/code> \u51fd\u5f0f<strong>\u4e0d\u6703\u88ab\u8ffd\u8e64<\/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-5\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">from claude_agent_sdk import query, ClaudeSDKClient\n\n<span class=\"hljs-comment\"># \u9019\u6a23\u4e0d\u6703\u88ab\u8ffd\u8e64<\/span>\nresult = await query(<span class=\"hljs-string\">\"Hello\"<\/span>)  <span class=\"hljs-comment\"># \u4e0d\u652f\u63f4\uff01<\/span>\n\n<span class=\"hljs-comment\"># \u5fc5\u9808\u4f7f\u7528 ClaudeSDKClient<\/span>\nasync with ClaudeSDKClient() <span class=\"hljs-keyword\">as<\/span> client:\n    await client.query(<span class=\"hljs-string\">\"Hello\"<\/span>)  <span class=\"hljs-comment\"># \u6703\u88ab\u8ffd\u8e64<\/span>\n    async <span class=\"hljs-keyword\">for<\/span> msg in client.receive_response():\n        <span class=\"hljs-keyword\">print<\/span>(msg)\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\">\u9019\u662f\u56e0\u70ba <code>query()<\/code> \u662f\u4e00\u500b\u7c21\u5316\u7684\u6587\u5b57\u751f\u6210 API\uff0c\u4e0d\u652f\u63f4\u5de5\u5177\u547c\u53eb\uff0c\u800c <code>ClaudeSDKClient<\/code> \u624d\u662f\u5b8c\u6574\u7684\u4ee3\u7406 API\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u505c\u7528 SDK \u8ffd\u8e64<\/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-6\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># \u505c\u7528\u81ea\u52d5\u8ffd\u8e64<\/span>\nmlflow.anthropic.autolog(disable=<span class=\"hljs-keyword\">True<\/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<h2 class=\"wp-block-heading\">CLI \u8207 SDK \u6a21\u5f0f\u7684\u5dee\u7570<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>\u7279\u6027<\/th>\n<th>CLI \u6a21\u5f0f<\/th>\n<th>SDK \u6a21\u5f0f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u9069\u7528\u5834\u666f<\/td>\n<td>\u4e92\u52d5\u5f0f\u7d42\u7aef\u64cd\u4f5c<\/td>\n<td>Python \u61c9\u7528\u7a0b\u5f0f<\/td>\n<\/tr>\n<tr>\n<td>\u8a2d\u5b9a\u65b9\u5f0f<\/td>\n<td>\u547d\u4ee4\u5217\u8a2d\u5b9a\u4e00\u6b21<\/td>\n<td>\u7a0b\u5f0f\u78bc\u4e2d\u547c\u53eb autolog<\/td>\n<\/tr>\n<tr>\n<td>\u7a0b\u5f0f\u78bc\u4fee\u6539<\/td>\n<td>\u4e0d\u9700\u8981<\/td>\n<td>\u9700\u8981\u52a0\u5165 autolog \u547c\u53eb<\/td>\n<\/tr>\n<tr>\n<td>\u652f\u63f4\u5de5\u5177\u8ffd\u8e64<\/td>\n<td>\u662f<\/td>\n<td>\u662f<\/td>\n<\/tr>\n<tr>\n<td>\u975e\u540c\u6b65\u652f\u63f4<\/td>\n<td>N\/A<\/td>\n<td>\u539f\u751f\u652f\u63f4<\/td>\n<\/tr>\n<tr>\n<td>\u6700\u4f4e MLflow \u7248\u672c<\/td>\n<td>3.4<\/td>\n<td>3.5<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u9078\u64c7\u5efa\u8b70<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f7f\u7528 CLI \u6a21\u5f0f<\/strong>\uff1a\u7576\u4f60\u5728\u7d42\u7aef\u8207 Claude Code \u4e92\u52d5\uff0c\u9032\u884c\u63a2\u7d22\u6027\u958b\u767c\u6216\u5feb\u901f\u539f\u578b\u6642<\/li>\n<li><strong>\u4f7f\u7528 SDK \u6a21\u5f0f<\/strong>\uff1a\u7576\u4f60\u5728 Python \u61c9\u7528\u4e2d\u6574\u5408 Claude Agent SDK\uff0c\u5efa\u69cb\u81ea\u52d5\u5316\u7cfb\u7d71\u6216 API \u670d\u52d9\u6642<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u6aa2\u8996\u8ffd\u8e64\u7d50\u679c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u555f\u52d5 MLflow UI \u6aa2\u8996\u8ffd\u8e64\u5167\u5bb9\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\">mlflow ui --port 5000\n<\/code><\/span><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u958b\u555f\u700f\u89bd\u5668\u8a2a\u554f <code>http:\/\/localhost:5000<\/code>\uff0c\u5728 Traces \u5206\u9801\u53ef\u4ee5\u770b\u5230\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Span \u6a39\u72c0\u7d50\u69cb<\/strong>\uff1a\u6bcf\u500b\u5c0d\u8a71\u7684\u5de2\u72c0\u547c\u53eb\u7d50\u69cb<\/li>\n<li><strong>\u8f38\u5165\u8f38\u51fa<\/strong>\uff1a\u6bcf\u500b\u6b65\u9a5f\u7684\u8f38\u5165\u63d0\u793a\u8a5e\u8207\u8f38\u51fa\u56de\u61c9<\/li>\n<li><strong>\u5de5\u5177\u547c\u53eb<\/strong>\uff1aClaude \u4f7f\u7528\u7684\u5de5\u5177\u540d\u7a31\u3001\u53c3\u6578\u8207\u7d50\u679c<\/li>\n<li><strong>\u6642\u9593\u8cc7\u8a0a<\/strong>\uff1a\u6bcf\u500b\u64cd\u4f5c\u7684\u5ef6\u9072\u6642\u9593<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u6545\u969c\u6392\u9664<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">CLI \u8ffd\u8e64\u554f\u984c<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6aa2\u67e5\u8a2d\u5b9a\u6a94\u662f\u5426\u5b58\u5728<\/strong><\/li>\n<li><strong>\u6aa2\u67e5\u8ffd\u8e64\u65e5\u8a8c<\/strong><\/li>\n<li><strong>\u9a57\u8b49\u8ffd\u8e64\u72c0\u614b<\/strong><\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">SDK \u8ffd\u8e64\u554f\u984c<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u78ba\u8a8d autolog \u547c\u53eb\u9806\u5e8f<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><code>mlflow.anthropic.autolog()<\/code> \u5fc5\u9808\u5728\u5efa\u7acb <code>ClaudeSDKClient<\/code> \u4e4b\u524d\u547c\u53eb\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u78ba\u8a8d\u4f7f\u7528 ClaudeSDKClient<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u76f4\u63a5\u4f7f\u7528 <code>query()<\/code> \u4e0d\u6703\u88ab\u8ffd\u8e64\uff0c\u5fc5\u9808\u4f7f\u7528 <code>ClaudeSDKClient<\/code>\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6aa2\u67e5\u8ffd\u8e64 URI \u8a2d\u5b9a<\/strong><\/li>\n<li><strong>\u78ba\u8a8d\u5be6\u9a57\u8a2d\u5b9a<\/strong><\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u5be6\u6230\uff1a\u8ffd\u8e64\u5e36\u5de5\u5177\u547c\u53eb\u7684\u4ee3\u7406<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u7bc4\u4f8b\u5c55\u793a\u5982\u4f55\u8ffd\u8e64\u4e00\u500b\u4f7f\u7528\u81ea\u8a02\u5de5\u5177\u7684 Claude \u4ee3\u7406\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 asyncio\nimport mlflow\nimport mlflow.anthropic\nfrom claude_agent_sdk import (\n    ClaudeSDKClient,\n    ClaudeAgentOptions,\n    AssistantMessage,\n    TextBlock,\n    tool,\n    create_sdk_mcp_server,\n)\n\n<span class=\"hljs-comment\"># \u555f\u7528\u8ffd\u8e64<\/span>\nmlflow.anthropic.autolog()\nmlflow.set_experiment(<span class=\"hljs-string\">\"tool_demo\"<\/span>)\n\n<span class=\"hljs-comment\"># \u5b9a\u7fa9\u81ea\u8a02\u5de5\u5177<\/span>\n@tool(<span class=\"hljs-string\">\"get_weather\"<\/span>, <span class=\"hljs-string\">\"Get weather for a city\"<\/span>, {<span class=\"hljs-string\">\"city\"<\/span>: str})\nasync def get_weather(args):\n    city = args&#91;<span class=\"hljs-string\">\"city\"<\/span>]\n    <span class=\"hljs-comment\"># \u6a21\u64ec\u5929\u6c23\u67e5\u8a62<\/span>\n    <span class=\"hljs-keyword\">return<\/span> {\n        <span class=\"hljs-string\">\"content\"<\/span>: &#91;\n            {<span class=\"hljs-string\">\"type\"<\/span>: <span class=\"hljs-string\">\"text\"<\/span>, <span class=\"hljs-string\">\"text\"<\/span>: f<span class=\"hljs-string\">\"{city} \u76ee\u524d\u5929\u6c23\uff1a\u6674\u5929\uff0c25 \u5ea6\"<\/span>}\n        ]\n    }\n\n<span class=\"hljs-comment\"># \u5efa\u7acb MCP \u4f3a\u670d\u5668<\/span>\nserver = create_sdk_mcp_server(\n    name=<span class=\"hljs-string\">\"weather-tools\"<\/span>,\n    version=<span class=\"hljs-string\">\"1.0.0\"<\/span>,\n    tools=&#91;get_weather]\n)\n\n<span class=\"hljs-comment\"># \u8a2d\u5b9a\u4ee3\u7406\u9078\u9805<\/span>\noptions = ClaudeAgentOptions(\n    mcp_servers={<span class=\"hljs-string\">\"weather\"<\/span>: server},\n    allowed_tools=&#91;<span class=\"hljs-string\">\"mcp__weather__get_weather\"<\/span>]\n)\n\nasync def main():\n    async with ClaudeSDKClient(options=options) <span class=\"hljs-keyword\">as<\/span> client:\n        await client.query(<span class=\"hljs-string\">\"\u53f0\u5317\u73fe\u5728\u5929\u6c23\u5982\u4f55\uff1f\"<\/span>)\n\n        async <span class=\"hljs-keyword\">for<\/span> message in client.receive_response():\n            <span class=\"hljs-keyword\">if<\/span> isinstance(message, AssistantMessage):\n                <span class=\"hljs-keyword\">for<\/span> block in message.content:\n                    <span class=\"hljs-keyword\">if<\/span> isinstance(block, TextBlock):\n                        <span class=\"hljs-keyword\">print<\/span>(block.text)\n\n<span class=\"hljs-keyword\">if<\/span> __name__ == <span class=\"hljs-string\">\"__main__\"<\/span>:\n    asyncio.run(main())\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\">\u57f7\u884c\u5f8c\uff0c\u5728 MLflow UI \u4e2d\u53ef\u4ee5\u770b\u5230\u5b8c\u6574\u7684\u8ffd\u8e64\u8a18\u9304\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u8005\u8f38\u5165\u7684\u63d0\u793a\u8a5e<\/li>\n<li>Claude \u6c7a\u5b9a\u547c\u53eb <code>get_weather<\/code> \u5de5\u5177<\/li>\n<li>\u5de5\u5177\u7684\u8f38\u5165\u53c3\u6578\uff08<code>{\"city\": \"\u53f0\u5317\"}<\/code>\uff09<\/li>\n<li>\u5de5\u5177\u7684\u56de\u50b3\u7d50\u679c<\/li>\n<li>Claude \u7684\u6700\u7d42\u56de\u61c9<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u91cd\u9ede\u56de\u9867<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>CLI \u8ffd\u8e64<\/strong>\uff1a\u4f7f\u7528 <code>mlflow autolog claude<\/code> \u8a2d\u5b9a\uff0c\u9069\u5408\u4e92\u52d5\u5f0f\u7d42\u7aef\u64cd\u4f5c<\/li>\n<li><strong>SDK \u8ffd\u8e64<\/strong>\uff1a\u4f7f\u7528 <code>mlflow.anthropic.autolog()<\/code> \u555f\u7528\uff0c\u9069\u5408 Python \u61c9\u7528<\/li>\n<li><strong>\u9650\u5236<\/strong>\uff1aSDK \u8ffd\u8e64\u50c5\u652f\u63f4 <code>ClaudeSDKClient<\/code>\uff0c\u4e0d\u652f\u63f4\u76f4\u63a5\u547c\u53eb <code>query()<\/code><\/li>\n<li><strong>\u8ffd\u8e64\u5167\u5bb9<\/strong>\uff1aprompts\u3001responses\u3001tool calls\u3001duration<\/li>\n<li><strong>\u6545\u969c\u6392\u9664<\/strong>\uff1a\u6aa2\u67e5 <code>.claude\/settings.json<\/code>\u3001\u78ba\u8a8d autolog \u547c\u53eb\u9806\u5e8f<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u4e00\u7bc7\u6211\u5011\u5c07\u5b78\u7fd2\u5982\u4f55\u4f7f\u7528 MLflow \u7684\u8a55\u4f30\u529f\u80fd\uff0c\u70ba\u4f60\u7684 Claude \u4ee3\u7406\u5efa\u7acb\u81ea\u52d5\u5316\u54c1\u8cea\u6aa2\u6e2c\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\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\/tracing\/integrations\/listing\/claude_code\/\">MLflow Tracing Claude Code \u5b98\u65b9\u6587\u4ef6<\/a><\/li>\n<li><a href=\"https:\/\/mlflow.org\/blog\/mlflow-autolog-claude-agents-sdk\">MLflow Autolog Claude Agent SDK \u4ecb\u7d39<\/a><\/li>\n<li><a href=\"https:\/\/platform.claude.com\/docs\/en\/agent-sdk\/python\">Claude Agent SDK Python \u6587\u4ef6<\/a><\/li>\n<li><a href=\"https:\/\/mlflow.org\/docs\/latest\/api_reference\/cli.html\">MLflow CLI \u547d\u4ee4\u53c3\u8003<\/a><\/li>\n<\/ul>\n\n\n\n<div id=\"quiz-087cd592\">\n<style>\n#quiz-087cd592 .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-087cd592 .badge.scenario {\n        background: #ebf8ff;\n        color: #2b6cb0;\n      }#quiz-087cd592 .badge.debug {\n        background: #fef3c7;\n        color: #92400e;\n      }#quiz-087cd592 .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-087cd592 .question-adv h3 {\n        margin-top: 0;\n        color: #2d3748;\n      }#quiz-087cd592 .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-087cd592 .options-adv {\n        list-style: none;\n        padding: 0;\n      }#quiz-087cd592 .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-087cd592 .options-adv li:hover:not(.disabled) {\n        border-color: #ed8936;\n        background: #fffaf0;\n      }#quiz-087cd592 .options-adv li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-087cd592 .options-adv li.show-answer {\n        border-color: #48bb78;\n        background: #f0fff4;\n      }#quiz-087cd592 .options-adv li.wrong {\n        border-color: #fc8181;\n        background: #fff5f5;\n      }#quiz-087cd592 .feedback-adv {\n        margin-top: 16px;\n        padding: 14px;\n        border-radius: 8px;\n        display: none;\n        line-height: 1.6;\n      }#quiz-087cd592 .feedback-adv.correct {\n        background: #f0fff4;\n        color: #276749;\n        display: block;\n      }#quiz-087cd592 .feedback-adv.wrong {\n        background: #fff5f5;\n        color: #c53030;\n        display: block;\n      }#quiz-087cd592 .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-087cd592 .intro {\n        background: #ebf8ff;\n        padding: 16px;\n        border-radius: 8px;\n        margin-bottom: 20px;\n        color: #2c5282;\n      }\n<\/style>\n<h1>\u9032\u968e\u6e2c\u9a57\uff1aMLflow GenAI \u6559\u5b78 &#8211; \u8ffd\u8e64 Claude Code<\/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\u6b63\u5728\u958b\u767c\u4e00\u500b Python \u81ea\u52d5\u5316\u8173\u672c\uff0c\u9700\u8981\u8ffd\u8e64 Claude Agent \u7684\u6240\u6709\u5de5\u5177\u547c\u53eb\u3002\u4f60\u5df2\u7d93\u5b89\u88dd\u4e86 MLflow 3.5\uff0c\u4e0b\u4e00\u6b65\u61c9\u8a72\u600e\u9ebc\u505a\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'B')\">A. \u5728\u7d42\u7aef\u57f7\u884c <code>mlflow autolog claude<\/code> \u5f8c\u76f4\u63a5\u57f7\u884c Python \u8173\u672c<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'B')\">B. \u5728 Python \u7a0b\u5f0f\u4e2d\uff0c\u5efa\u7acb <code>ClaudeSDKClient<\/code> \u4e4b\u524d\u547c\u53eb <code>mlflow.anthropic.autolog()<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'B')\">C. \u5728 Python \u7a0b\u5f0f\u4e2d\u4f7f\u7528 <code>query()<\/code> \u51fd\u5f0f\u4e26\u8a2d\u5b9a <code>trace=True<\/code> \u53c3\u6578<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'B')\">D. \u5728\u7a0b\u5f0f\u7d50\u675f\u6642\u547c\u53eb <code>mlflow.log_trace()<\/code><\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv1\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv2\">\n      <h3>2. \u540c\u4e8b\u7684\u8ffd\u8e64\u7a0b\u5f0f\u78bc\u6c92\u6709\u8a18\u9304\u4efb\u4f55\u5167\u5bb9\u5230 MLflow\uff0c\u8acb\u554f\u4e0b\u9762\u7a0b\u5f0f\u78bc\u6700\u53ef\u80fd\u7684\u554f\u984c\u662f\u4ec0\u9ebc\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">import asyncio\nfrom claude_agent_sdk import query\n\nresult = asyncio.run(query(&#8220;Hello, Claude!&#8221;))<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'C')\">A. \u7f3a\u5c11 <code>import mlflow<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'C')\">B. \u6c92\u6709\u8a2d\u5b9a <code>mlflow.set_experiment()<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'C')\">C. \u76f4\u63a5\u4f7f\u7528 <code>query()<\/code> \u7121\u6cd5\u88ab\u8ffd\u8e64\uff0c\u5fc5\u9808\u4f7f\u7528 <code>ClaudeSDKClient<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'C')\">D. asyncio.run() \u4e0d\u652f\u63f4 MLflow \u8ffd\u8e64<\/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\u662f\u5718\u968a\u7684 DevOps \u5de5\u7a0b\u5e2b\uff0c\u9700\u8981\u5728\u73fe\u6709\u7684\u7d42\u7aef Claude Code \u5de5\u4f5c\u6d41\u7a0b\u4e2d\u52a0\u5165\u8ffd\u8e64\uff0c\u4f46\u4e0d\u60f3\u4fee\u6539\u4efb\u4f55\u7a0b\u5f0f\u78bc\u3002\u6700\u9069\u5408\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(3, 'A', 'A')\">A. \u5728\u5c08\u6848\u76ee\u9304\u57f7\u884c <code>mlflow autolog claude<\/code>\uff0c\u4e4b\u5f8c\u7684 <code>claude<\/code> \u6307\u4ee4\u6703\u81ea\u52d5\u88ab\u8ffd\u8e64<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'A')\">B. \u5efa\u7acb\u4e00\u500b wrapper \u8173\u672c\u547c\u53eb <code>mlflow.anthropic.autolog()<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'A')\">C. \u4fee\u6539 <code>.bashrc<\/code> \u52a0\u5165 MLflow \u74b0\u5883\u8b8a\u6578<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'A')\">D. \u4f7f\u7528 <code>mlflow server<\/code> \u555f\u52d5\u8ffd\u8e64\u670d\u52d9<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv3\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv4\">\n      <h3>4. \u4f60\u7684 SDK \u8ffd\u8e64\u7a0b\u5f0f\u57f7\u884c\u5f8c\u6c92\u6709\u932f\u8aa4\uff0c\u4f46\u5728 MLflow UI \u770b\u4e0d\u5230\u4efb\u4f55 trace\u3002\u6aa2\u67e5\u4e0b\u9762\u7684\u7a0b\u5f0f\u78bc\uff0c\u554f\u984c\u51fa\u5728\u54ea\u88e1\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">import asyncio\nimport mlflow.anthropic\nfrom claude_agent_sdk import ClaudeSDKClient\n\nasync def main():\n    async with ClaudeSDKClient() as client:\n        mlflow.anthropic.autolog()  # \u5728\u9019\u88e1\u555f\u7528\n        await client.query(&#8220;\u5217\u51fa\u6a94\u6848&#8221;)\n        async for msg in client.receive_response():\n            print(msg)\n\nasyncio.run(main())<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'B')\">A. \u7f3a\u5c11 <code>mlflow.set_tracking_uri()<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'B')\">B. <code>autolog()<\/code> \u5fc5\u9808\u5728\u5efa\u7acb <code>ClaudeSDKClient<\/code> \u4e4b\u524d\u547c\u53eb<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'B')\">C. \u7f3a\u5c11 <code>await<\/code> \u5728 <code>mlflow.anthropic.autolog()<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'B')\">D. \u61c9\u8a72\u4f7f\u7528 <code>mlflow.autolog()<\/code> \u800c\u975e <code>mlflow.anthropic.autolog()<\/code><\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv4\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv5\">\n      <h3>5. \u4f60\u60f3\u8981\u8ffd\u8e64\u4e00\u500b\u4f7f\u7528\u81ea\u8a02 MCP \u5de5\u5177\u7684 Claude \u4ee3\u7406\uff0c\u4e26\u5728 MLflow UI \u4e2d\u770b\u5230\u5de5\u5177\u7684\u8f38\u5165\u53c3\u6578\u548c\u56de\u50b3\u7d50\u679c\u3002\u61c9\u8a72\u5982\u4f55\u8a2d\u5b9a\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'C')\">A. \u5728\u6bcf\u500b\u5de5\u5177\u51fd\u5f0f\u5167\u624b\u52d5\u547c\u53eb <code>mlflow.log_param()<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'C')\">B. \u8a2d\u5b9a <code>ClaudeAgentOptions<\/code> \u7684 <code>trace_tools=True<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'C')\">C. \u53ea\u8981\u4f7f\u7528 <code>ClaudeSDKClient<\/code> \u4e26\u555f\u7528 <code>autolog()<\/code>\uff0c\u5de5\u5177\u547c\u53eb\u6703\u81ea\u52d5\u88ab\u8ffd\u8e64<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'C')\">D. \u9700\u8981\u53e6\u5916\u5b89\u88dd <code>mlflow-mcp-plugin<\/code> \u64f4\u5145\u5957\u4ef6<\/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: \"\u5728 Python \u61c9\u7528\u4e2d\u6574\u5408\u8ffd\u8e64\uff0c\u9700\u8981\u5728\u7a0b\u5f0f\u78bc\u4e2d\u547c\u53eb <code>mlflow.anthropic.autolog()<\/code>\uff0c\u4e14\u5fc5\u9808\u5728\u5efa\u7acb <code>ClaudeSDKClient<\/code> \u4e4b\u524d\u547c\u53eb\u3002CLI \u6a21\u5f0f\u7684 <code>mlflow autolog claude<\/code> \u662f\u7528\u65bc\u7d42\u7aef\u4e92\u52d5\uff0c\u4e0d\u6703\u5f71\u97ff Python \u8173\u672c\u3002\",\n        2: \"MLflow \u7684\u8ffd\u8e64\u529f\u80fd\u53ea\u652f\u63f4 <code>ClaudeSDKClient<\/code>\u3002\u76f4\u63a5\u547c\u53eb <code>query()<\/code> \u51fd\u5f0f\u4e0d\u6703\u88ab\u8ffd\u8e64\uff0c\u56e0\u70ba\u5b83\u662f\u7c21\u5316\u7684\u6587\u5b57\u751f\u6210 API\uff0c\u4e0d\u652f\u63f4\u5de5\u5177\u547c\u53eb\u548c\u5b8c\u6574\u7684\u4ee3\u7406\u529f\u80fd\u3002\",\n        3: \"CLI \u8ffd\u8e64\u6a21\u5f0f\u6700\u5927\u7684\u512a\u9ede\u5c31\u662f\u4e0d\u9700\u8981\u4fee\u6539\u4efb\u4f55\u7a0b\u5f0f\u78bc\u3002\u57f7\u884c <code>mlflow autolog claude<\/code> \u5f8c\uff0c\u6703\u5728 <code>.claude\/settings.json<\/code> \u5beb\u5165\u8a2d\u5b9a\uff0c\u4e4b\u5f8c\u5728\u8a72\u76ee\u9304\u57f7\u884c\u7684 <code>claude<\/code> \u6307\u4ee4\u90fd\u6703\u81ea\u52d5\u88ab\u8ffd\u8e64\u3002\",\n        4: \"<code>mlflow.anthropic.autolog()<\/code> \u5fc5\u9808\u5728\u5efa\u7acb <code>ClaudeSDKClient<\/code> \u4e4b\u524d\u547c\u53eb\uff0c\u624d\u80fd\u6b63\u78ba\u6514\u622a SDK \u7684\u521d\u59cb\u5316\u904e\u7a0b\u4e26\u8a2d\u5b9a\u8ffd\u8e64 hooks\u3002\u5728 <code>async with<\/code> \u5340\u584a\u5167\u624d\u547c\u53eb\u5df2\u7d93\u592a\u665a\u4e86\u3002\",\n        5: \"\u4f7f\u7528 <code>ClaudeSDKClient<\/code> \u4e26\u555f\u7528 <code>autolog()<\/code> \u5f8c\uff0c\u5de5\u5177\u547c\u53eb\u6703\u81ea\u52d5\u88ab\u8ffd\u8e64\uff0c\u5305\u62ec\u5de5\u5177\u540d\u7a31\u3001\u8f38\u5165\u53c3\u6578\u548c\u56de\u50b3\u7d50\u679c\u3002\u6587\u4ef6\u4e2d\u7684\u5be6\u6230\u7bc4\u4f8b\u5c55\u793a\u4e86\u9019\u4e00\u9ede\uff0c\u4e0d\u9700\u8981\u984d\u5916\u8a2d\u5b9a\u6216\u624b\u52d5\u8a18\u9304\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 \u6559\u5b78 &#8211; \u8ffd\u8e64 Claude Code \u5171 5 \u984c\uff0c\u9ede\u9078\u7b54\u6848\u5f8c\u6703\u7acb [&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":[396,400,399,392,394],"class_list":["post-442","post","type-post","status-publish","format-standard","hentry","category-ai-ml","category-l3-","category-mlflow","category-mlops","tag-autolog","tag-claude-agent-sdk","tag-claude-code","tag-mlflow","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\/442","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=442"}],"version-history":[{"count":0,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/442\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/media?parent=442"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/categories?post=442"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/tags?post=442"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}