{"id":351,"date":"2026-01-26T00:52:17","date_gmt":"2026-01-25T16:52:17","guid":{"rendered":"https:\/\/skwp.zeabur.app\/2026\/01\/26\/%e3%80%90github-actions-ci-%e5%af%a6%e6%88%b0%e3%80%9103-%e5%be%8c%e7%ab%af%e8%87%aa%e5%8b%95%e5%8c%96%ef%bc%9afastapi-ruff-pytest-%e5%ae%8c%e6%95%b4%e6%aa%a2%e6%9f%a5\/"},"modified":"2026-01-26T00:52:17","modified_gmt":"2026-01-25T16:52:17","slug":"%e3%80%90github-actions-ci-%e5%af%a6%e6%88%b0%e3%80%9103-%e5%be%8c%e7%ab%af%e8%87%aa%e5%8b%95%e5%8c%96%ef%bc%9afastapi-ruff-pytest-%e5%ae%8c%e6%95%b4%e6%aa%a2%e6%9f%a5","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/01\/26\/%e3%80%90github-actions-ci-%e5%af%a6%e6%88%b0%e3%80%9103-%e5%be%8c%e7%ab%af%e8%87%aa%e5%8b%95%e5%8c%96%ef%bc%9afastapi-ruff-pytest-%e5%ae%8c%e6%95%b4%e6%aa%a2%e6%9f%a5\/","title":{"rendered":"\u3010GitHub Actions CI \u5be6\u6230\u3011#03 \u5f8c\u7aef\u81ea\u52d5\u5316\uff1aFastAPI + Ruff + Pytest \u5b8c\u6574\u6aa2\u67e5"},"content":{"rendered":"\n<div id=\"quiz-basic\">\n<style>\n#quiz-basic .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-basic .question h3 {\n        margin-top: 0;\n        color: #333;\n      }#quiz-basic .options {\n        list-style: none;\n        padding: 0;\n      }#quiz-basic .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-basic .options li:hover:not(.disabled) {\n        border-color: #4caf50;\n        background: #f0fff0;\n      }#quiz-basic .options li.correct {\n        border-color: #4caf50;\n        background: #e8f5e9;\n      }#quiz-basic .options li.wrong {\n        border-color: #f44336;\n        background: #ffebee;\n      }#quiz-basic .options li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-basic .options li.show-answer {\n        border-color: #4caf50;\n        background: #e8f5e9;\n      }#quiz-basic .feedback {\n        margin-top: 15px;\n        padding: 12px;\n        border-radius: 6px;\n        display: none;\n      }#quiz-basic .feedback.correct {\n        background: #e8f5e9;\n        color: #2e7d32;\n        display: block;\n      }#quiz-basic .feedback.wrong {\n        background: #ffebee;\n        color: #c62828;\n        display: block;\n      }#quiz-basic .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-basic .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\uff1aGitHub Actions CI \u5be6\u6230 &#8211; \u5f8c\u7aef\u81ea\u52d5\u5316<\/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. Ruff \u76f8\u8f03\u65bc\u50b3\u7d71\u7684 flake8 + black \u7d44\u5408\uff0c\u4e3b\u8981\u512a\u52e2\u662f\u4ec0\u9ebc\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(1, 'A', 'B')\">A. \u652f\u63f4\u66f4\u591a\u7a0b\u5f0f\u8a9e\u8a00<\/li>\n        <li onclick=\"checkAnswer(1, 'B', 'B')\">B. \u57f7\u884c\u901f\u5ea6\u5feb 10-100 \u500d<\/li>\n        <li onclick=\"checkAnswer(1, 'C', 'B')\">C. \u53ef\u4ee5\u81ea\u52d5\u7522\u751f\u6e2c\u8a66\u7a0b\u5f0f\u78bc<\/li>\n        <li onclick=\"checkAnswer(1, 'D', 'B')\">D. \u5167\u5efa pytest \u6574\u5408<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb1\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q2\">\n      <h3>2. \u5728 pyproject.toml \u7684 Ruff \u8a2d\u5b9a\u4e2d\uff0c<code>select = [\"E\", \"F\", \"I\"]<\/code> \u4ee3\u8868\u4ec0\u9ebc\u610f\u601d\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(2, 'A', 'C')\">A. \u9078\u64c7\u932f\u8aa4\u7b49\u7d1a\u70ba E\u3001F\u3001I \u7684\u8b66\u544a<\/li>\n        <li onclick=\"checkAnswer(2, 'B', 'C')\">B. \u555f\u7528 extra\u3001fast\u3001import \u4e09\u7a2e\u6a21\u5f0f<\/li>\n        <li onclick=\"checkAnswer(2, 'C', 'C')\">C. \u555f\u7528 pycodestyle (E)\u3001pyflakes (F)\u3001isort (I) \u898f\u5247<\/li>\n        <li onclick=\"checkAnswer(2, 'D', 'C')\">D. \u8a2d\u5b9a\u4e09\u500b\u4e0d\u540c\u7684\u6aa2\u67e5\u968e\u6bb5<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb2\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q3\">\n      <h3>3. FastAPI \u7684 TestClient \u4e3b\u8981\u7528\u9014\u662f\u4ec0\u9ebc\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(3, 'A', 'B')\">A. \u5728\u700f\u89bd\u5668\u4e2d\u81ea\u52d5\u6e2c\u8a66 API<\/li>\n        <li onclick=\"checkAnswer(3, 'B', 'B')\">B. \u5728\u4e0d\u555f\u52d5\u4f3a\u670d\u5668\u7684\u60c5\u6cc1\u4e0b\u6e2c\u8a66 API \u7aef\u9ede<\/li>\n        <li onclick=\"checkAnswer(3, 'C', 'B')\">C. \u7522\u751f API \u6587\u4ef6<\/li>\n        <li onclick=\"checkAnswer(3, 'D', 'B')\">D. \u76e3\u63a7 API \u6548\u80fd<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb3\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q4\">\n      <h3>4. \u5728 GitHub Actions \u7684 Matrix Strategy \u4e2d\u8a2d\u5b9a <code>fail-fast: false<\/code> \u7684\u4f5c\u7528\u662f\u4ec0\u9ebc\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(4, 'A', 'D')\">A. \u8b93\u6240\u6709\u6e2c\u8a66\u7248\u672c\u540c\u6642\u958b\u59cb\u57f7\u884c<\/li>\n        <li onclick=\"checkAnswer(4, 'B', 'D')\">B. \u52a0\u901f\u6e2c\u8a66\u57f7\u884c\u901f\u5ea6<\/li>\n        <li onclick=\"checkAnswer(4, 'C', 'D')\">C. \u53ea\u57f7\u884c\u6700\u65b0\u7684 Python \u7248\u672c<\/li>\n        <li onclick=\"checkAnswer(4, 'D', 'D')\">D. \u67d0\u500b\u7248\u672c\u5931\u6557\u6642\uff0c\u5176\u4ed6\u7248\u672c\u7e7c\u7e8c\u57f7\u884c\u5b8c\u7562<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb4\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q5\">\n      <h3>5. \u5728 CI \u74b0\u5883\u4e2d\u57f7\u884c Ruff \u6642\uff0c\u70ba\u4ec0\u9ebc\u8981\u4f7f\u7528 <code>ruff format --check .<\/code> \u800c\u4e0d\u662f <code>ruff format .<\/code>\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(5, 'A', 'A')\">A. <code>--check<\/code> \u53ea\u6aa2\u67e5\u4e0d\u4fee\u6539\u6a94\u6848\uff0c\u6709\u554f\u984c\u6703\u8b93 CI \u5931\u6557<\/li>\n        <li onclick=\"checkAnswer(5, 'B', 'A')\">B. <code>--check<\/code> \u6703\u7522\u751f\u8a73\u7d30\u7684\u6aa2\u67e5\u5831\u544a<\/li>\n        <li onclick=\"checkAnswer(5, 'C', 'A')\">C. <code>--check<\/code> \u57f7\u884c\u901f\u5ea6\u6bd4\u8f03\u5feb<\/li>\n        <li onclick=\"checkAnswer(5, 'D', 'A')\">D. <code>--check<\/code> \u53ea\u6aa2\u67e5\u8a9e\u6cd5\u932f\u8aa4<\/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: \"Ruff \u662f\u7528 Rust \u7de8\u5beb\u7684 Python linter\uff0c\u505a\u7684\u4e8b\u60c5\u8ddf flake8 + black + isort \u4e00\u6a23\uff0c\u4f46\u57f7\u884c\u901f\u5ea6\u5feb 10-100 \u500d\u3002\",\n        2: \"E \u4ee3\u8868 pycodestyle \u898f\u5247\uff08\u6aa2\u67e5\u57fa\u672c\u932f\u8aa4\uff09\u3001F \u4ee3\u8868 pyflakes \u898f\u5247\uff08\u6aa2\u67e5\u672a\u4f7f\u7528\u8b8a\u6578\u7b49\uff09\u3001I \u4ee3\u8868 isort \u898f\u5247\uff08\u6aa2\u67e5 import \u9806\u5e8f\uff09\u3002\",\n        3: \"TestClient \u8b93\u4f60\u5728\u4e0d\u555f\u52d5\u4f3a\u670d\u5668\u7684\u60c5\u6cc1\u4e0b\u6e2c\u8a66 API \u7aef\u9ede\uff0c\u53ef\u4ee5\u76f4\u63a5\u5c0d FastAPI app \u767c\u9001 HTTP \u8acb\u6c42\u4e26\u9a57\u8b49\u56de\u61c9\u3002\",\n        4: \"<code>fail-fast: false<\/code> \u8868\u793a\u7576\u67d0\u500b Python \u7248\u672c\u7684\u6e2c\u8a66\u5931\u6557\u6642\uff0c\u4e0d\u6703\u4e2d\u65b7\u5176\u4ed6\u7248\u672c\u7684\u6e2c\u8a66\uff0c\u8b93\u6240\u6709\u7248\u672c\u90fd\u80fd\u57f7\u884c\u5b8c\u7562\u4ee5\u7372\u5f97\u5b8c\u6574\u7684\u6e2c\u8a66\u7d50\u679c\u3002\",\n        5: \"\u5728 CI \u74b0\u5883\u4e2d\u4f7f\u7528 <code>--check<\/code> \u662f\u56e0\u70ba CI \u4e0d\u61c9\u8a72\u4fee\u6539\u6a94\u6848\uff0c\u800c\u662f\u8981\u6aa2\u67e5\u7a0b\u5f0f\u78bc\u662f\u5426\u7b26\u5408\u683c\u5f0f\u898f\u7bc4\u3002\u5982\u679c\u6709\u683c\u5f0f\u554f\u984c\uff0c\u6703\u8b93 CI \u5931\u6557\uff0c\u63d0\u9192\u958b\u767c\u8005\u5728\u672c\u5730\u4fee\u6b63\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\">\u4e00\u53e5\u8a71\u8aaa\u660e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7528 GitHub Actions \u81ea\u52d5\u57f7\u884c Python \u7a0b\u5f0f\u78bc\u6aa2\u67e5\uff08Ruff\uff09\u548c\u6e2c\u8a66\uff08Pytest\uff09\uff0c\u78ba\u4fdd\u6bcf\u6b21 push \u90fd\u4e0d\u6703\u58de\u6389\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u9019\u7bc7\u6703\u7528\u5230\u4ec0\u9ebc<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>\u5de5\u5177<\/th>\n<th>\u7528\u9014<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Ruff<\/td>\n<td>\u6aa2\u67e5\u7a0b\u5f0f\u78bc\u683c\u5f0f\u548c\u6f5b\u5728\u554f\u984c\uff08\u53d6\u4ee3 flake8 + black\uff09<\/td>\n<\/tr>\n<tr>\n<td>Pytest<\/td>\n<td>\u57f7\u884c\u6e2c\u8a66<\/td>\n<\/tr>\n<tr>\n<td>TestClient<\/td>\n<td>\u6e2c\u8a66 FastAPI \u7aef\u9ede<\/td>\n<\/tr>\n<tr>\n<td>Matrix Strategy<\/td>\n<td>\u540c\u6642\u6e2c\u8a66\u591a\u500b Python \u7248\u672c<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Ruff\uff1a\u70ba\u4ec0\u9ebc\u6bd4 flake8 + black \u66f4\u5feb<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u53e5\u8a71\u8aaa\u660e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ruff \u662f\u7528 Rust \u5beb\u7684 Python linter\uff0c\u505a\u7684\u4e8b\u8ddf flake8 + black + isort \u4e00\u6a23\uff0c\u4f46\u5feb 10-100 \u500d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6700\u5c0f\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\"><span class=\"hljs-comment\"># \u5b89\u88dd<\/span>\npip install ruff\n\n<span class=\"hljs-comment\"># \u6aa2\u67e5\u7a0b\u5f0f\u78bc<\/span>\nruff check .\n\n<span class=\"hljs-comment\"># \u81ea\u52d5\u4fee\u5fa9<\/span>\nruff check --fix .\n\n<span class=\"hljs-comment\"># \u683c\u5f0f\u5316\uff08\u53d6\u4ee3 black\uff09<\/span>\nruff format .\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<h3 class=\"wp-block-heading\">pyproject.toml \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-2\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">&#91;tool.ruff]\nline-length = <span class=\"hljs-number\">88<\/span>           <span class=\"hljs-comment\"># \u6bcf\u884c\u6700\u591a 88 \u5b57\u5143\uff08\u8ddf black \u4e00\u6a23\uff09<\/span>\ntarget-version = <span class=\"hljs-string\">\"py311\"<\/span>   <span class=\"hljs-comment\"># \u76ee\u6a19 Python \u7248\u672c<\/span>\n\n&#91;tool.ruff.lint]\nselect = &#91;<span class=\"hljs-string\">\"E\"<\/span>, <span class=\"hljs-string\">\"F\"<\/span>, <span class=\"hljs-string\">\"I\"<\/span>]   <span class=\"hljs-comment\"># \u555f\u7528\u7684\u898f\u5247\uff1aE=pycodestyle, F=pyflakes, I=isort<\/span>\nignore = &#91;<span class=\"hljs-string\">\"E501\"<\/span>]          <span class=\"hljs-comment\"># \u5ffd\u7565\u7684\u898f\u5247\uff1aE501 \u662f\u884c\u592a\u9577<\/span>\n\n&#91;tool.ruff.format]\nquote-style = <span class=\"hljs-string\">\"double\"<\/span>     <span class=\"hljs-comment\"># \u7528\u96d9\u5f15\u865f<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-2\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ffb\u8b6f<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>select = [\"E\", \"F\", \"I\"]<\/code>\uff1a\u6aa2\u67e5\u57fa\u672c\u932f\u8aa4\uff08E\uff09\u3001\u672a\u4f7f\u7528\u8b8a\u6578\uff08F\uff09\u3001import \u9806\u5e8f\uff08I\uff09<\/li>\n<li><code>ignore = [\"E501\"]<\/code>\uff1a\u4e0d\u7ba1\u300c\u884c\u592a\u9577\u300d\u9019\u500b\u8b66\u544a<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5e38\u898b\u898f\u5247\u4ee3\u78bc<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>\u4ee3\u78bc<\/th>\n<th>\u610f\u601d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>E4xx<\/td>\n<td>\u7e2e\u6392\u554f\u984c<\/td>\n<\/tr>\n<tr>\n<td>E7xx<\/td>\n<td>\u8a9e\u6cd5\u932f\u8aa4<\/td>\n<\/tr>\n<tr>\n<td>F401<\/td>\n<td>import \u4e86\u4f46\u6c92\u7528<\/td>\n<\/tr>\n<tr>\n<td>F841<\/td>\n<td>\u8b8a\u6578\u5b9a\u7fa9\u4e86\u4f46\u6c92\u7528<\/td>\n<\/tr>\n<tr>\n<td>I001<\/td>\n<td>import \u9806\u5e8f\u4e0d\u5c0d<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">FastAPI \u6e2c\u8a66\uff1aTestClient \u57fa\u672c\u7528\u6cd5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u53e5\u8a71\u8aaa\u660e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">TestClient \u8b93\u4f60\u5728\u4e0d\u555f\u52d5\u4f3a\u670d\u5668\u7684\u60c5\u6cc1\u4e0b\u6e2c\u8a66 API \u7aef\u9ede\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6700\u5c0f\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-3\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># test_main.py<\/span>\nfrom fastapi.testclient import TestClient\nfrom main import app  <span class=\"hljs-comment\"># \u4f60\u7684 FastAPI app<\/span>\n\nclient = TestClient(app)\n\ndef test_read_root():\n    response = client.get(<span class=\"hljs-string\">\"\/\"<\/span>)\n    assert response.status_code == <span class=\"hljs-number\">200<\/span>\n    assert response.json() == {<span class=\"hljs-string\">\"message\"<\/span>: <span class=\"hljs-string\">\"Hello\"<\/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<p class=\"wp-block-paragraph\"><strong>\u9019\u6bb5\u4ee3\u78bc\u505a\u4e86\u4ec0\u9ebc<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5efa\u7acb\u4e00\u500b\u5047\u7684 HTTP client<\/li>\n<li>\u5c0d <code>\/<\/code> \u767c\u9001 GET \u8acb\u6c42<\/li>\n<li>\u78ba\u8a8d\u56de\u50b3 200 \u548c\u6b63\u78ba\u7684 JSON<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u9010\u884c\u7ffb\u8b6f<\/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\">from fastapi.testclient import TestClient   <span class=\"hljs-comment\"># \u5f15\u5165\u6e2c\u8a66\u5de5\u5177<\/span>\nfrom main import app                         <span class=\"hljs-comment\"># \u5f15\u5165\u4f60\u7684 app<\/span>\n\nclient = TestClient(app)                     <span class=\"hljs-comment\"># \u5efa\u7acb\u6e2c\u8a66\u7528\u7684 client<\/span>\n\ndef test_read_root():                        <span class=\"hljs-comment\"># \u6e2c\u8a66\u51fd\u5f0f\u540d\u7a31\u8981\u4ee5 test_ \u958b\u982d<\/span>\n    response = client.get(<span class=\"hljs-string\">\"\/\"<\/span>)               <span class=\"hljs-comment\"># \u767c\u9001 GET \u8acb\u6c42\u5230 \/<\/span>\n    assert response.status_code == <span class=\"hljs-number\">200<\/span>       <span class=\"hljs-comment\"># \u78ba\u8a8d\u72c0\u614b\u78bc\u662f 200<\/span>\n    assert response.json() == {<span class=\"hljs-string\">\"message\"<\/span>: <span class=\"hljs-string\">\"Hello\"<\/span>}  <span class=\"hljs-comment\"># \u78ba\u8a8d\u56de\u50b3\u5167\u5bb9<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-4\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u5e38\u898b\u8b8a\u5316<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u8b8a\u5316 1\uff1a\u6e2c\u8a66 POST \u8acb\u6c42<\/h4>\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\">def test_create_item():\n    response = client.post(\n        <span class=\"hljs-string\">\"\/items\/\"<\/span>,\n        json={<span class=\"hljs-string\">\"name\"<\/span>: <span class=\"hljs-string\">\"Test\"<\/span>, <span class=\"hljs-string\">\"price\"<\/span>: <span class=\"hljs-number\">100<\/span>}  <span class=\"hljs-comment\"># \u9001 JSON \u8cc7\u6599<\/span>\n    )\n    assert response.status_code == <span class=\"hljs-number\">201<\/span>\n    assert response.json()&#91;<span class=\"hljs-string\">\"name\"<\/span>] == <span class=\"hljs-string\">\"Test\"<\/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\"><strong>\u7ffb\u8b6f<\/strong>\uff1a\u767c\u9001 POST \u8acb\u6c42\uff0c\u5e36\u8457 JSON \u8cc7\u6599<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8b8a\u5316 2\uff1a\u7528 fixture \u5171\u7528 client<\/h4>\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\">import pytest\n\n@pytest.fixture\ndef client():\n    <span class=\"hljs-keyword\">return<\/span> TestClient(app)\n\ndef test_example(client):  <span class=\"hljs-comment\"># client \u6703\u81ea\u52d5\u6ce8\u5165<\/span>\n    response = client.get(<span class=\"hljs-string\">\"\/\"<\/span>)\n    assert response.status_code == <span class=\"hljs-number\">200<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-6\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ffb\u8b6f<\/strong>\uff1a\u7528 <code>@pytest.fixture<\/code> \u8b93\u591a\u500b\u6e2c\u8a66\u5171\u7528\u540c\u4e00\u500b client<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Pytest \u8a2d\u5b9a\u8207\u5e38\u7528\u53c3\u6578<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u53e5\u8a71\u8aaa\u660e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Pytest \u662f Python \u6e2c\u8a66\u6846\u67b6\uff0c\u81ea\u52d5\u627e\u51fa\u6240\u6709 <code>test_*.py<\/code> \u6a94\u6848\u4e26\u57f7\u884c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5e38\u7528\u57f7\u884c\u53c3\u6578<\/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-7\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># \u57f7\u884c\u6240\u6709\u6e2c\u8a66<\/span>\npytest\n\n<span class=\"hljs-comment\"># \u986f\u793a\u8a73\u7d30\u8f38\u51fa<\/span>\npytest -v\n\n<span class=\"hljs-comment\"># \u986f\u793a print \u8f38\u51fa<\/span>\npytest -s\n\n<span class=\"hljs-comment\"># \u53ea\u57f7\u884c\u7279\u5b9a\u6a94\u6848<\/span>\npytest tests\/test_api.py\n\n<span class=\"hljs-comment\"># \u53ea\u57f7\u884c\u7279\u5b9a\u6e2c\u8a66<\/span>\npytest tests\/test_api.py::test_read_root\n\n<span class=\"hljs-comment\"># \u5931\u6557\u5c31\u505c\u6b62<\/span>\npytest -x\n\n<span class=\"hljs-comment\"># \u5e73\u884c\u57f7\u884c\uff08\u9700\u5b89\u88dd pytest-xdist\uff09<\/span>\npytest -n auto\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\">pyproject.toml \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-8\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">&#91;tool.pytest.ini_options]\ntestpaths = &#91;<span class=\"hljs-string\">\"tests\"<\/span>]        <span class=\"hljs-comment\"># \u6e2c\u8a66\u6a94\u6848\u653e\u5728 tests\/ \u76ee\u9304<\/span>\npython_files = <span class=\"hljs-string\">\"test_*.py\"<\/span>   <span class=\"hljs-comment\"># \u6e2c\u8a66\u6a94\u6848\u547d\u540d\u898f\u5247<\/span>\npython_functions = <span class=\"hljs-string\">\"test_*\"<\/span>  <span class=\"hljs-comment\"># \u6e2c\u8a66\u51fd\u5f0f\u547d\u540d\u898f\u5247<\/span>\naddopts = <span class=\"hljs-string\">\"-v --tb=short\"<\/span>    <span class=\"hljs-comment\"># \u9810\u8a2d\u53c3\u6578\uff1a\u8a73\u7d30\u8f38\u51fa\u3001\u7c21\u77ed\u932f\u8aa4\u8a0a\u606f<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-8\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u5c08\u6848\u7d50\u69cb<\/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-9\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">my_project\/\n\u251c\u2500\u2500 main.py              <span class=\"hljs-comment\"># FastAPI app<\/span>\n\u251c\u2500\u2500 pyproject.toml       <span class=\"hljs-comment\"># \u8a2d\u5b9a\u6a94<\/span>\n\u251c\u2500\u2500 requirements.txt     <span class=\"hljs-comment\"># \u4f9d\u8cf4<\/span>\n\u2514\u2500\u2500 tests\/\n    \u251c\u2500\u2500 __init__.py      <span class=\"hljs-comment\"># \u7a7a\u6a94\u6848\uff0c\u8b93 tests \u6210\u70ba package<\/span>\n    \u251c\u2500\u2500 test_main.py     <span class=\"hljs-comment\"># \u6e2c\u8a66\u4e3b\u8981\u529f\u80fd<\/span>\n    \u2514\u2500\u2500 conftest.py      <span class=\"hljs-comment\"># \u5171\u7528\u7684 fixture<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-9\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u64b0\u5beb\u5f8c\u7aef CI Workflow<\/h2>\n\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-10\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># .github\/workflows\/backend-ci.yml<\/span>\nname: Backend CI\n\non:\n  push:\n    branches: &#91;main]\n  pull_request:\n    branches: &#91;main]\n\njobs:\n  lint-<span class=\"hljs-keyword\">and<\/span>-test:\n    runs-on: ubuntu-latest\n\n    steps:\n      <span class=\"hljs-comment\"># 1. \u53d6\u5f97\u7a0b\u5f0f\u78bc<\/span>\n      - uses: actions\/checkout@v4\n\n      <span class=\"hljs-comment\"># 2. \u8a2d\u5b9a Python<\/span>\n      - name: Set up Python\n        uses: actions\/setup-python@v5\n        with:\n          python-version: <span class=\"hljs-string\">\"3.11\"<\/span>\n          cache: <span class=\"hljs-string\">\"pip\"<\/span>  <span class=\"hljs-comment\"># \u5feb\u53d6 pip \u4f9d\u8cf4<\/span>\n\n      <span class=\"hljs-comment\"># 3. \u5b89\u88dd\u4f9d\u8cf4<\/span>\n      - name: Install dependencies\n        run: |\n          pip install -r requirements.txt\n          pip install ruff pytest httpx\n\n      <span class=\"hljs-comment\"># 4. \u57f7\u884c Ruff \u6aa2\u67e5<\/span>\n      - name: Lint with Ruff\n        run: |\n          ruff check .\n          ruff format --check .\n\n      <span class=\"hljs-comment\"># 5. \u57f7\u884c\u6e2c\u8a66<\/span>\n      - name: Test with Pytest\n        run: pytest -v\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-10\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u9010\u6bb5\u7ffb\u8b6f<\/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-11\" data-shcb-language-name=\"CSS\" data-shcb-language-slug=\"css\"><span><code class=\"hljs language-css\"><span class=\"hljs-selector-tag\">on<\/span>:\n  <span class=\"hljs-selector-tag\">push<\/span>:\n    <span class=\"hljs-selector-tag\">branches<\/span>: <span class=\"hljs-selector-attr\">&#91;main]<\/span>      # <span class=\"hljs-selector-tag\">main<\/span> \u5206\u652f\u6709 <span class=\"hljs-selector-tag\">push<\/span> \u6642\u89f8\u767c\n  <span class=\"hljs-selector-tag\">pull_request<\/span>:\n    <span class=\"hljs-selector-tag\">branches<\/span>: <span class=\"hljs-selector-attr\">&#91;main]<\/span>      # \u6709 <span class=\"hljs-selector-tag\">PR<\/span> \u5230 <span class=\"hljs-selector-tag\">main<\/span> \u6642\u89f8\u767c\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-11\"><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<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-12\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">- uses: actions\/setup-python@v5\n  with:\n    python-version: <span class=\"hljs-string\">\"3.11\"<\/span>  <span class=\"hljs-comment\"># \u4f7f\u7528 Python 3.11<\/span>\n    cache: <span class=\"hljs-string\">\"pip\"<\/span>            <span class=\"hljs-comment\"># \u81ea\u52d5\u5feb\u53d6 pip \u4f9d\u8cf4<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-12\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ffb\u8b6f<\/strong>\uff1a\u8a2d\u5b9a Python \u74b0\u5883\u4e26\u555f\u7528\u5feb\u53d6\uff0c\u4e0b\u6b21\u57f7\u884c\u6703\u66f4\u5feb<\/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-13\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">- name: Lint with Ruff\n  run: |\n    ruff check .           <span class=\"hljs-comment\"># \u6aa2\u67e5\u7a0b\u5f0f\u78bc\u554f\u984c<\/span>\n    ruff format --check .  <span class=\"hljs-comment\"># \u6aa2\u67e5\u683c\u5f0f\uff08\u4e0d\u4fee\u6539\uff0c\u53ea\u5831\u932f\uff09<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-13\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ffb\u8b6f<\/strong>\uff1a<code>--check<\/code> \u8868\u793a\u53ea\u6aa2\u67e5\u4e0d\u4fee\u6539\uff0c\u6709\u554f\u984c\u6703\u8b93 CI \u5931\u6557<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Matrix Strategy\uff1a\u591a Python \u7248\u672c\u6e2c\u8a66<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u53e5\u8a71\u8aaa\u660e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Matrix \u8b93\u4f60\u540c\u6642\u6e2c\u8a66\u591a\u500b Python \u7248\u672c\uff0c\u78ba\u4fdd\u7a0b\u5f0f\u78bc\u76f8\u5bb9\u6027\u3002<\/p>\n\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-14\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">name: Backend CI\n\non:\n  push:\n    branches: &#91;main]\n  pull_request:\n    branches: &#91;main]\n\njobs:\n  test:\n    runs-on: ubuntu-latest\n    strategy:\n      matrix:\n        python-version: &#91;<span class=\"hljs-string\">\"3.10\"<\/span>, <span class=\"hljs-string\">\"3.11\"<\/span>, <span class=\"hljs-string\">\"3.12\"<\/span>]  <span class=\"hljs-comment\"># \u6e2c\u8a66\u9019\u4e09\u500b\u7248\u672c<\/span>\n      fail-fast: <span class=\"hljs-keyword\">false<\/span>  <span class=\"hljs-comment\"># \u4e00\u500b\u7248\u672c\u5931\u6557\u4e0d\u5f71\u97ff\u5176\u4ed6\u7248\u672c<\/span>\n\n    steps:\n      - uses: actions\/checkout@v4\n\n      - name: Set up Python ${{ matrix.python-version }}\n        uses: actions\/setup-python@v5\n        with:\n          python-version: ${{ matrix.python-version }}\n          cache: <span class=\"hljs-string\">\"pip\"<\/span>\n\n      - name: Install dependencies\n        run: pip install -r requirements.txt\n\n      - name: Run tests\n        run: pytest -v\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-14\"><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\">\u9010\u6bb5\u7ffb\u8b6f<\/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-15\" data-shcb-language-name=\"JavaScript\" data-shcb-language-slug=\"javascript\"><span><code class=\"hljs language-javascript\">strategy:\n  matrix:\n    python-version: &#91;<span class=\"hljs-string\">\"3.10\"<\/span>, <span class=\"hljs-string\">\"3.11\"<\/span>, <span class=\"hljs-string\">\"3.12\"<\/span>]\n  fail-fast: <span class=\"hljs-literal\">false<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-15\"><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\"><strong>\u7ffb\u8b6f<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6703\u7522\u751f 3 \u500b\u5e73\u884c\u57f7\u884c\u7684 job<\/li>\n<li><code>fail-fast: false<\/code> \u8868\u793a\u67d0\u500b\u7248\u672c\u5931\u6557\u6642\uff0c\u5176\u4ed6\u7248\u672c\u7e7c\u7e8c\u8dd1\u5b8c<\/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-16\" data-shcb-language-name=\"HTTP\" data-shcb-language-slug=\"http\"><span><code class=\"hljs language-http\"><span class=\"hljs-attribute\">python-version<\/span>: ${{ matrix.python-version }}\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-16\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">HTTP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">http<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ffb\u8b6f<\/strong>\uff1a<code>${{ matrix.python-version }}<\/code> \u6703\u88ab\u66ff\u63db\u6210 &#8220;3.10&#8221;\u3001&#8221;3.11&#8243;\u3001&#8221;3.12&#8243;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">GitHub Actions \u4ecb\u9762\u5448\u73fe<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u57f7\u884c\u6642\u6703\u770b\u5230\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-17\" data-shcb-language-name=\"CSS\" data-shcb-language-slug=\"css\"><span><code class=\"hljs language-css\"><span class=\"hljs-selector-tag\">test<\/span> (3<span class=\"hljs-selector-class\">.10<\/span>) \u2713\n<span class=\"hljs-selector-tag\">test<\/span> (3<span class=\"hljs-selector-class\">.11<\/span>) \u2713\n<span class=\"hljs-selector-tag\">test<\/span> (3<span class=\"hljs-selector-class\">.12<\/span>) \u2717  &lt;<span class=\"hljs-selector-tag\">-<\/span> \u9019\u500b\u5931\u6557\u4e86\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-17\"><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<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5feb\u53d6 pip \u4f9d\u8cf4\u52a0\u901f CI<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u65b9\u6cd5 1\uff1a\u4f7f\u7528 setup-python \u5167\u5efa\u5feb\u53d6\uff08\u63a8\u85a6\uff09<\/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-18\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">- uses: actions\/setup-python@v5\n  with:\n    python-version: <span class=\"hljs-string\">\"3.11\"<\/span>\n    cache: <span class=\"hljs-string\">\"pip\"<\/span>  <span class=\"hljs-comment\"># \u5c31\u9019\u4e00\u884c<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-18\"><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\u6703\u81ea\u52d5\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7528 <code>requirements.txt<\/code> \u7684 hash \u7576\u5feb\u53d6 key<\/li>\n<li>\u4e0b\u6b21\u57f7\u884c\u6642\u5982\u679c requirements.txt \u6c92\u8b8a\uff0c\u76f4\u63a5\u7528\u5feb\u53d6<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u65b9\u6cd5 2\uff1a\u6307\u5b9a\u5feb\u53d6\u4f9d\u64da\u6a94\u6848<\/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-19\" data-shcb-language-name=\"JavaScript\" data-shcb-language-slug=\"javascript\"><span><code class=\"hljs language-javascript\">- uses: actions\/setup-python@v5\n  <span class=\"hljs-attr\">with<\/span>:\n    python-version: <span class=\"hljs-string\">\"3.11\"<\/span>\n    <span class=\"hljs-attr\">cache<\/span>: <span class=\"hljs-string\">\"pip\"<\/span>\n    cache-dependency-path: |\n      requirements.txt\n      requirements-dev.txt\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-19\"><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\"><strong>\u7ffb\u8b6f<\/strong>\uff1a\u5982\u679c\u6709\u591a\u500b requirements \u6a94\u6848\uff0c\u7528 <code>cache-dependency-path<\/code> \u6307\u5b9a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6548\u679c<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>\u60c5\u6cc1<\/th>\n<th>\u5b89\u88dd\u6642\u9593<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u7121\u5feb\u53d6<\/td>\n<td>30-60 \u79d2<\/td>\n<\/tr>\n<tr>\n<td>\u6709\u5feb\u53d6<\/td>\n<td>5-10 \u79d2<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b8c\u6574\u5c08\u6848\u7bc4\u4f8b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a94\u6848\u7d50\u69cb<\/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\">my-fastapi-project\/\n\u251c\u2500\u2500 .github\/\n\u2502   \u2514\u2500\u2500 workflows\/\n\u2502       \u2514\u2500\u2500 ci.yml\n\u251c\u2500\u2500 main.py\n\u251c\u2500\u2500 tests\/\n\u2502   \u251c\u2500\u2500 __init__.py\n\u2502   \u2514\u2500\u2500 test_main.py\n\u251c\u2500\u2500 pyproject.toml\n\u2514\u2500\u2500 requirements.txt\n<\/code><\/span><\/pre><\/div>\n\n\n<h3 class=\"wp-block-heading\">main.py<\/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-20\" data-shcb-language-name=\"JavaScript\" data-shcb-language-slug=\"javascript\"><span><code class=\"hljs language-javascript\"><span class=\"hljs-keyword\">from<\/span> fastapi <span class=\"hljs-keyword\">import<\/span> FastAPI\n\napp = FastAPI()\n\n@app.get(<span class=\"hljs-string\">\"\/\"<\/span>)\ndef read_root():\n    <span class=\"hljs-keyword\">return<\/span> {<span class=\"hljs-string\">\"message\"<\/span>: <span class=\"hljs-string\">\"Hello\"<\/span>}\n\n@app.get(<span class=\"hljs-string\">\"\/items\/{item_id}\"<\/span>)\ndef read_item(item_id: int):\n    <span class=\"hljs-keyword\">return<\/span> {<span class=\"hljs-string\">\"item_id\"<\/span>: item_id}\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-20\"><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\">tests\/test_main.py<\/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-21\" data-shcb-language-name=\"JavaScript\" data-shcb-language-slug=\"javascript\"><span><code class=\"hljs language-javascript\"><span class=\"hljs-keyword\">from<\/span> fastapi.testclient <span class=\"hljs-keyword\">import<\/span> TestClient\n<span class=\"hljs-keyword\">from<\/span> main <span class=\"hljs-keyword\">import<\/span> app\n\nclient = TestClient(app)\n\ndef test_read_root():\n    response = client.get(<span class=\"hljs-string\">\"\/\"<\/span>)\n    assert response.status_code == <span class=\"hljs-number\">200<\/span>\n    assert response.json() == {<span class=\"hljs-string\">\"message\"<\/span>: <span class=\"hljs-string\">\"Hello\"<\/span>}\n\ndef test_read_item():\n    response = client.get(<span class=\"hljs-string\">\"\/items\/42\"<\/span>)\n    assert response.status_code == <span class=\"hljs-number\">200<\/span>\n    assert response.json() == {<span class=\"hljs-string\">\"item_id\"<\/span>: <span class=\"hljs-number\">42<\/span>}\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-21\"><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\">pyproject.toml<\/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-22\" data-shcb-language-name=\"JavaScript\" data-shcb-language-slug=\"javascript\"><span><code class=\"hljs language-javascript\">&#91;project]\nname = <span class=\"hljs-string\">\"my-fastapi-project\"<\/span>\nversion = <span class=\"hljs-string\">\"0.1.0\"<\/span>\nrequires-python = <span class=\"hljs-string\">\"&gt;=3.10\"<\/span>\n\n&#91;tool.ruff]\nline-length = <span class=\"hljs-number\">88<\/span>\ntarget-version = <span class=\"hljs-string\">\"py311\"<\/span>\n\n&#91;tool.ruff.lint]\nselect = &#91;<span class=\"hljs-string\">\"E\"<\/span>, <span class=\"hljs-string\">\"F\"<\/span>, <span class=\"hljs-string\">\"I\"<\/span>]\nignore = &#91;]\n\n&#91;tool.pytest.ini_options]\ntestpaths = &#91;<span class=\"hljs-string\">\"tests\"<\/span>]\naddopts = <span class=\"hljs-string\">\"-v\"<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-22\"><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\">requirements.txt<\/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-23\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">fastapi&gt;=<span class=\"hljs-number\">0.100<\/span><span class=\"hljs-number\">.0<\/span>\nuvicorn&gt;=<span class=\"hljs-number\">0.23<\/span><span class=\"hljs-number\">.0<\/span>\nhttpx&gt;=<span class=\"hljs-number\">0.24<\/span><span class=\"hljs-number\">.0<\/span>  <span class=\"hljs-comment\"># TestClient \u9700\u8981<\/span>\npytest&gt;=<span class=\"hljs-number\">7.4<\/span><span class=\"hljs-number\">.0<\/span>\nruff&gt;=<span class=\"hljs-number\">0.1<\/span><span class=\"hljs-number\">.0<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-23\"><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\">.github\/workflows\/ci.yml<\/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-24\" data-shcb-language-name=\"JavaScript\" data-shcb-language-slug=\"javascript\"><span><code class=\"hljs language-javascript\">name: CI\n\n<span class=\"hljs-attr\">on<\/span>:\n  push:\n    branches: &#91;main]\n  <span class=\"hljs-attr\">pull_request<\/span>:\n    branches: &#91;main]\n\n<span class=\"hljs-attr\">jobs<\/span>:\n  lint:\n    runs-on: ubuntu-latest\n    <span class=\"hljs-attr\">steps<\/span>:\n      - uses: actions\/checkout@v4\n\n      - uses: actions\/setup-python@v5\n        <span class=\"hljs-attr\">with<\/span>:\n          python-version: <span class=\"hljs-string\">\"3.11\"<\/span>\n\n      - name: Install Ruff\n        <span class=\"hljs-attr\">run<\/span>: pip install ruff\n\n      - name: Run Ruff\n        <span class=\"hljs-attr\">run<\/span>: |\n          ruff check .\n          ruff format --check .\n\n  test:\n    runs-on: ubuntu-latest\n    <span class=\"hljs-attr\">strategy<\/span>:\n      matrix:\n        python-version: &#91;<span class=\"hljs-string\">\"3.10\"<\/span>, <span class=\"hljs-string\">\"3.11\"<\/span>, <span class=\"hljs-string\">\"3.12\"<\/span>]\n\n    <span class=\"hljs-attr\">steps<\/span>:\n      - uses: actions\/checkout@v4\n\n      - uses: actions\/setup-python@v5\n        <span class=\"hljs-attr\">with<\/span>:\n          python-version: ${{ matrix.python-version }}\n          <span class=\"hljs-attr\">cache<\/span>: <span class=\"hljs-string\">\"pip\"<\/span>\n\n      - name: Install dependencies\n        <span class=\"hljs-attr\">run<\/span>: pip install -r requirements.txt\n\n      - name: Run tests\n        <span class=\"hljs-attr\">run<\/span>: pytest -v\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-24\"><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<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Vibe Coder \u6aa2\u67e5\u9ede<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u770b\u5230\u5f8c\u7aef CI workflow \u6642\u78ba\u8a8d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>[ ] Ruff \u6709\u8a2d\u5b9a <code>--check<\/code> \u55ce\uff1f\uff08CI \u53ea\u6aa2\u67e5\u4e0d\u4fee\u6539\uff09<\/li>\n<li>[ ] TestClient \u6709\u5b89\u88dd httpx \u55ce\uff1f\uff08FastAPI \u7684 TestClient \u4f9d\u8cf4\u5b83\uff09<\/li>\n<li>[ ] \u6e2c\u8a66\u51fd\u5f0f\u540d\u7a31\u6709\u4ee5 <code>test_<\/code> \u958b\u982d\u55ce\uff1f<\/li>\n<li>[ ] Matrix \u6709\u8a2d\u5b9a <code>fail-fast: false<\/code> \u55ce\uff1f\uff08\u907f\u514d\u4e00\u500b\u7248\u672c\u5931\u6557\u5c31\u5168\u505c\uff09<\/li>\n<li>[ ] \u6709\u555f\u7528 <code>cache: \"pip\"<\/code> \u52a0\u901f CI \u55ce\uff1f<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5ef6\u4f38\uff1a\u77e5\u9053\u5c31\u597d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u4e9b\u9032\u968e\u529f\u80fd\u9047\u5230\u518d\u67e5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>pytest-cov<\/strong>\uff1a\u7522\u751f\u6e2c\u8a66\u8986\u84cb\u7387\u5831\u544a<\/li>\n<li><strong>pytest-asyncio<\/strong>\uff1a\u6e2c\u8a66 async \u51fd\u5f0f<\/li>\n<li><strong>Ruff \u7684 <code>--fix<\/code><\/strong>\uff1a\u81ea\u52d5\u4fee\u5fa9\u554f\u984c\uff08\u672c\u5730\u958b\u767c\u7528\uff0cCI \u4e0d\u7528\uff09<\/li>\n<li><strong>pre-commit<\/strong>\uff1a\u5728 commit \u524d\u81ea\u52d5\u57f7\u884c Ruff<\/li>\n<li><strong>uv<\/strong>\uff1a\u6bd4 pip \u66f4\u5feb\u7684\u5957\u4ef6\u7ba1\u7406\u5668\uff0c\u53ef\u7528 <code>uv pip install<\/code> \u53d6\u4ee3 <code>pip install<\/code><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7e3d\u7d50<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>\u5de5\u5177<\/th>\n<th>\u7528\u9014<\/th>\n<th>CI \u6307\u4ee4<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Ruff<\/td>\n<td>\u6aa2\u67e5\u683c\u5f0f\u548c\u554f\u984c<\/td>\n<td><code>ruff check . &amp;&amp; ruff format --check .<\/code><\/td>\n<\/tr>\n<tr>\n<td>Pytest<\/td>\n<td>\u57f7\u884c\u6e2c\u8a66<\/td>\n<td><code>pytest -v<\/code><\/td>\n<\/tr>\n<tr>\n<td>TestClient<\/td>\n<td>\u6e2c\u8a66 API \u7aef\u9ede<\/td>\n<td>\u5728\u6e2c\u8a66\u6a94\u6848\u4e2d\u4f7f\u7528<\/td>\n<\/tr>\n<tr>\n<td>Matrix<\/td>\n<td>\u591a\u7248\u672c\u6e2c\u8a66<\/td>\n<td><code>strategy.matrix.python-version<\/code><\/td>\n<\/tr>\n<tr>\n<td>cache: pip<\/td>\n<td>\u52a0\u901f\u5b89\u88dd<\/td>\n<td><code>actions\/setup-python<\/code> \u53c3\u6578<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u4e00\u7bc7\u6211\u5011\u6703\u4ecb\u7d39\u5982\u4f55\u5c07\u524d\u5f8c\u7aef CI \u6574\u5408\uff0c\u4e26\u8655\u7406\u66f4\u8907\u96dc\u7684 monorepo \u60c5\u5883\u3002<\/p>\n\n\n\n<div id=\"quiz-advanced\">\n<style>\n#quiz-advanced .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-advanced .badge.scenario {\n        background: #ebf8ff;\n        color: #2b6cb0;\n      }#quiz-advanced .badge.debug {\n        background: #fef3c7;\n        color: #92400e;\n      }#quiz-advanced .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-advanced .question-adv h3 {\n        margin-top: 0;\n        color: #2d3748;\n      }#quiz-advanced .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-advanced .options-adv {\n        list-style: none;\n        padding: 0;\n      }#quiz-advanced .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-advanced .options-adv li:hover:not(.disabled) {\n        border-color: #ed8936;\n        background: #fffaf0;\n      }#quiz-advanced .options-adv li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-advanced .options-adv li.show-answer {\n        border-color: #48bb78;\n        background: #f0fff4;\n      }#quiz-advanced .options-adv li.wrong {\n        border-color: #fc8181;\n        background: #fff5f5;\n      }#quiz-advanced .feedback-adv {\n        margin-top: 16px;\n        padding: 14px;\n        border-radius: 8px;\n        display: none;\n        line-height: 1.6;\n      }#quiz-advanced .feedback-adv.correct {\n        background: #f0fff4;\n        color: #276749;\n        display: block;\n      }#quiz-advanced .feedback-adv.wrong {\n        background: #fff5f5;\n        color: #c53030;\n        display: block;\n      }#quiz-advanced .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-advanced .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\uff1aGitHub Actions CI \u5be6\u6230 &#8211; \u5f8c\u7aef\u81ea\u52d5\u5316<\/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\u70ba FastAPI \u5c08\u6848\u8a2d\u5b9a CI\uff0c\u5e0c\u671b\u540c\u6642\u6e2c\u8a66 Python 3.10\u30013.11\u30013.12 \u4e09\u500b\u7248\u672c\u3002\u61c9\u8a72\u5982\u4f55\u8a2d\u5b9a workflow\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'B')\">A. \u5efa\u7acb\u4e09\u500b\u7368\u7acb\u7684 workflow \u6a94\u6848\uff0c\u5404\u81ea\u6307\u5b9a\u4e0d\u540c\u7684 Python \u7248\u672c<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'B')\">B. \u4f7f\u7528 <code>strategy.matrix.python-version<\/code> \u8a2d\u5b9a\u9663\u5217\uff0c\u642d\u914d <code>${{ matrix.python-version }}<\/code> \u5f15\u7528<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'B')\">C. \u5728\u540c\u4e00\u500b job \u4e2d\u57f7\u884c\u4e09\u6b21 <code>actions\/setup-python<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'B')\">D. \u4f7f\u7528 <code>needs<\/code> \u8b93\u4e09\u500b\u7248\u672c\u4f9d\u5e8f\u57f7\u884c<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv1\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv2\">\n      <h3>2. \u5718\u968a\u6210\u54e1\u56de\u5831 CI \u57f7\u884c\u6642\u9593\u904e\u9577\uff0c\u5b89\u88dd pip \u4f9d\u8cf4\u5c31\u82b1\u4e86 50 \u79d2\u3002\u4f60\u61c9\u8a72\u5982\u4f55\u512a\u5316\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'C')\">A. \u6e1b\u5c11 requirements.txt \u4e2d\u7684\u4f9d\u8cf4\u6578\u91cf<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'C')\">B. \u5c07\u4f9d\u8cf4\u5b89\u88dd\u6b65\u9a5f\u79fb\u5230\u6e2c\u8a66\u4e4b\u5f8c<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'C')\">C. \u5728 <code>actions\/setup-python<\/code> \u4e2d\u52a0\u5165 <code>cache: \"pip\"<\/code> \u53c3\u6578<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'C')\">D. \u6539\u7528 <code>pip install --fast<\/code> \u53c3\u6578<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv2\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv3\">\n      <h3>3. \u57f7\u884c\u6e2c\u8a66\u6642\u51fa\u73fe\u4ee5\u4e0b\u932f\u8aa4\uff0c\u6700\u53ef\u80fd\u7684\u539f\u56e0\u662f\u4ec0\u9ebc\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">$ pytest -v\nModuleNotFoundError: No module named &#8216;httpx&#8217;<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(3, 'A', 'B')\">A. pytest \u7248\u672c\u592a\u820a\uff0c\u4e0d\u652f\u63f4 FastAPI<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'B')\">B. FastAPI \u7684 TestClient \u4f9d\u8cf4 httpx\uff0c\u4f46\u5c1a\u672a\u5b89\u88dd<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'B')\">C. \u6e2c\u8a66\u6a94\u6848\u653e\u932f\u76ee\u9304<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'B')\">D. Python \u7248\u672c\u4e0d\u76f8\u5bb9<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv3\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv4\">\n      <h3>4. CI \u57f7\u884c Ruff \u6aa2\u67e5\u6642\u51fa\u73fe\u4ee5\u4e0b\u932f\u8aa4\uff0c\u61c9\u8a72\u5982\u4f55\u4fee\u6b63\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">main.py:3:1: F401 [*] `os` imported but unused\nFound 1 error.\n[*] 1 fixable with the `&#8211;fix` option.<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'D')\">A. \u5728 CI \u4e2d\u57f7\u884c <code>ruff check --fix .<\/code> \u81ea\u52d5\u4fee\u5fa9<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'D')\">B. \u5728 pyproject.toml \u4e2d\u52a0\u5165 <code>ignore = [\"F401\"]<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'D')\">C. \u66f4\u65b0 Ruff \u5230\u6700\u65b0\u7248\u672c<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'D')\">D. \u5728\u672c\u5730\u79fb\u9664\u672a\u4f7f\u7528\u7684 import\uff0c\u7136\u5f8c commit \u4e26 push<\/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\u8b93 lint \u6aa2\u67e5\u548c\u6e2c\u8a66\u5206\u958b\u57f7\u884c\uff0c\u5373\u4f7f lint \u5931\u6557\u4e5f\u8981\u57f7\u884c\u6e2c\u8a66\u3002\u4ee5\u4e0b workflow \u7d50\u69cb\u6b63\u78ba\u55ce\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">jobs:\n  lint:\n    runs-on: ubuntu-latest\n    steps:\n      &#8211; uses: actions\/checkout@v4\n      &#8211; run: ruff check .\n  test:\n    runs-on: ubuntu-latest\n    steps:\n      &#8211; uses: actions\/checkout@v4\n      &#8211; run: pytest -v<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'A')\">A. \u6b63\u78ba\uff0c\u5169\u500b job \u6703\u5e73\u884c\u57f7\u884c\uff0c\u4e92\u4e0d\u5f71\u97ff<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'A')\">B. \u932f\u8aa4\uff0c\u9700\u8981\u52a0\u5165 <code>needs: lint<\/code> \u624d\u80fd\u57f7\u884c<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'A')\">C. \u932f\u8aa4\uff0c\u5169\u500b job \u6703\u56e0\u70ba\u5171\u7528 checkout \u800c\u885d\u7a81<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'A')\">D. \u932f\u8aa4\uff0c\u61c9\u8a72\u628a lint \u548c test \u653e\u5728\u540c\u4e00\u500b job \u7684\u4e0d\u540c step<\/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: \"\u4f7f\u7528 Matrix Strategy \u53ef\u4ee5\u7528\u4e00\u4efd\u8a2d\u5b9a\u540c\u6642\u6e2c\u8a66\u591a\u500b Python \u7248\u672c\u3002\u5728 <code>strategy.matrix<\/code> \u4e2d\u5b9a\u7fa9 <code>python-version<\/code> \u9663\u5217\uff0c\u7136\u5f8c\u5728 step \u4e2d\u7528 <code>${{ matrix.python-version }}<\/code> \u5f15\u7528\uff0cGitHub Actions \u6703\u81ea\u52d5\u7522\u751f\u5c0d\u61c9\u6578\u91cf\u7684\u5e73\u884c job\u3002\",\n        2: \"<code>actions\/setup-python<\/code> \u5167\u5efa <code>cache: \\\"pip\\\"<\/code> \u529f\u80fd\uff0c\u6703\u81ea\u52d5\u6839\u64da requirements.txt \u7684 hash \u5feb\u53d6\u4f9d\u8cf4\u3002\u555f\u7528\u5f8c\uff0c\u5982\u679c\u4f9d\u8cf4\u6c92\u6709\u8b8a\u52d5\uff0c\u5b89\u88dd\u6642\u9593\u53ef\u5f9e 30-60 \u79d2\u7e2e\u77ed\u5230 5-10 \u79d2\u3002\",\n        3: \"FastAPI \u7684 TestClient \u5e95\u5c64\u4f9d\u8cf4 httpx \u5957\u4ef6\u4f86\u767c\u9001 HTTP \u8acb\u6c42\u3002\u5982\u679c\u6c92\u6709\u5b89\u88dd httpx\uff0c\u57f7\u884c\u6e2c\u8a66\u6642\u6703\u5831\u932f\u3002\u89e3\u6c7a\u65b9\u6cd5\u662f\u5728 requirements.txt \u6216 CI \u4e2d\u52a0\u5165 <code>pip install httpx<\/code>\u3002\",\n        4: \"F401 \u8868\u793a import \u4e86\u4f46\u6c92\u4f7f\u7528\u7684\u6a21\u7d44\u3002\u6b63\u78ba\u505a\u6cd5\u662f\u5728\u672c\u5730\u79fb\u9664\u672a\u4f7f\u7528\u7684 import \u5f8c commit\uff0c\u800c\u4e0d\u662f\u5728 CI \u4e2d\u81ea\u52d5\u4fee\u5fa9\uff08CI \u61c9\u8a72\u53ea\u6aa2\u67e5\u4e0d\u4fee\u6539\uff09\uff0c\u4e5f\u4e0d\u5efa\u8b70\u76f4\u63a5\u5ffd\u7565\u9019\u500b\u898f\u5247\uff0c\u56e0\u70ba\u672a\u4f7f\u7528\u7684 import \u6703\u9020\u6210\u7a0b\u5f0f\u78bc\u6df7\u4e82\u3002\",\n        5: \"\u5728 GitHub Actions \u4e2d\uff0c\u6c92\u6709 <code>needs<\/code> \u95dc\u806f\u7684 job \u6703\u5e73\u884c\u57f7\u884c\u3002\u9019\u500b\u8a2d\u8a08\u8b93 lint \u548c test \u4e92\u4e0d\u5f71\u97ff\uff0c\u5373\u4f7f lint \u5931\u6557\uff0ctest \u4ecd\u6703\u57f7\u884c\u5b8c\u7562\uff0c\u53ef\u4ee5\u7372\u5f97\u5b8c\u6574\u7684\u6e2c\u8a66\u7d50\u679c\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\uff1aGitHub Actions CI \u5be6\u6230 &#8211; \u5f8c\u7aef\u81ea\u52d5\u5316 \u5171 5 \u984c\uff0c\u9ede\u9078\u7b54\u6848\u5f8c\u6703\u7acb\u5373\u986f\u793a\u7d50 [&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":[323],"tags":[291,324,331,240,330,332],"class_list":["post-351","post","type-post","status-publish","format-standard","hentry","category-github-actions-ci-cd--l2-","tag-fastapi","tag-github-actions","tag-pytest","tag-python","tag-ruff","tag-332"],"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\/351","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=351"}],"version-history":[{"count":0,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/351\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/media?parent=351"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/categories?post=351"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/tags?post=351"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}