{"id":71093,"date":"2026-02-03T07:48:40","date_gmt":"2026-02-02T23:48:40","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/71093.html"},"modified":"2026-02-03T07:48:40","modified_gmt":"2026-02-02T23:48:40","slug":"%e5%bc%82%e6%ad%a5%e7%bc%96%e7%a8%8b%e7%9a%84%e8%87%b4%e5%91%bd%e9%99%b7%e9%98%b1%ef%bc%9a%e4%b8%ba%e4%bb%80%e4%b9%88%e4%b8%80%e8%a1%8c%e5%90%8c%e6%ad%a5%e4%bb%a3%e7%a0%81%e8%83%bd%e8%ae%a9%e6%95%b4","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/71093.html","title":{"rendered":"\u5f02\u6b65\u7f16\u7a0b\u7684\u81f4\u547d\u9677\u9631\uff1a\u4e3a\u4ec0\u4e48\u4e00\u884c\u540c\u6b65\u4ee3\u7801\u80fd\u8ba9\u6574\u4e2a\u670d\u52a1\u5668\u505c\u6446\uff1f"},"content":{"rendered":"<h2>\u5f02\u6b65\u7f16\u7a0b\u7684\u81f4\u547d\u9677\u9631&#xff1a;\u4e3a\u4ec0\u4e48\u4e00\u884c\u540c\u6b65\u4ee3\u7801\u80fd\u8ba9\u6574\u4e2a\u670d\u52a1\u5668\u505c\u6446&#xff1f;<\/h2>\n<h3>\u5f15\u8a00&#xff1a;\u4e00\u6b21\u751f\u4ea7\u4e8b\u6545\u5e26\u6765\u7684\u6df1\u523b\u6559\u8bad<\/h3>\n<p>\u4e09\u5e74\u524d\u7684\u4e00\u4e2a\u6df1\u591c&#xff0c;\u6211\u63a5\u5230\u4e86\u8fd0\u7ef4\u56e2\u961f\u7684\u7d27\u6025\u7535\u8bdd&#xff1a;&#034;\u670d\u52a1\u5668\u5361\u6b7b\u4e86&#xff01;\u6240\u6709\u7528\u6237\u8bf7\u6c42\u90fd\u5728\u6392\u961f&#xff01;&#034;\u6211\u8fc5\u901f\u767b\u5f55\u670d\u52a1\u5668&#xff0c;\u53d1\u73b0 CPU \u4f7f\u7528\u7387\u4e0d\u5230 10%&#xff0c;\u5185\u5b58\u5145\u8db3&#xff0c;\u7f51\u7edc\u7545\u901a&#xff0c;\u4f46 5000 \u4e2a WebSocket \u8fde\u63a5\u5168\u90e8\u5904\u4e8e\u7b49\u5f85\u72b6\u6001\u3002\u7ecf\u8fc7\u4e24\u4e2a\u5c0f\u65f6\u7684\u6392\u67e5&#xff0c;\u6211\u7ec8\u4e8e\u627e\u5230\u4e86\u7f6a\u9b41\u7978\u9996\u2014\u2014\u4e00\u884c\u770b\u4f3c\u65e0\u5bb3\u7684\u540c\u6b65\u6570\u636e\u5e93\u67e5\u8be2\u4ee3\u7801\u3002<\/p>\n<p>\u90a3\u4e00\u591c&#xff0c;\u6211\u6df1\u523b\u7406\u89e3\u4e86\u5f02\u6b65\u7f16\u7a0b\u4e2d\u6700\u53cd\u76f4\u89c9\u7684\u771f\u76f8&#xff1a;\u5728\u5f02\u6b65\u4e16\u754c\u91cc&#xff0c;\u4e00\u4e2a\u534f\u7a0b\u7684\u963b\u585e\u5c31\u662f\u5168\u5c40\u7684\u707e\u96be\u3002\u4eca\u5929,\u6211\u8981\u7528\u771f\u5b9e\u6848\u4f8b\u548c\u53ef\u8fd0\u884c\u7684\u4ee3\u7801&#xff0c;\u5e2e\u4f60\u5f7b\u5e95\u907f\u5f00\u8fd9\u4e2a\u8ba9\u65e0\u6570\u5f00\u53d1\u8005\u8e29\u5751\u7684\u9677\u9631\u3002<\/p>\n<h3>\u4e00\u3001\u707e\u96be\u73b0\u573a&#xff1a;\u4e00\u884c\u4ee3\u7801\u5982\u4f55&#034;\u51bb\u7ed3&#034;\u6574\u4e2a\u4e8b\u4ef6\u5faa\u73af<\/h3>\n<h4>\u6848\u4f8b\u91cd\u73b0&#xff1a;\u770b\u4f3c\u6b63\u5e38\u7684\u5f02\u6b65\u670d\u52a1\u5668<\/h4>\n<p><span class=\"token keyword\">import<\/span> asyncio<br \/>\n<span class=\"token keyword\">import<\/span> time<br \/>\n<span class=\"token keyword\">import<\/span> sqlite3<\/p>\n<p><span class=\"token comment\"># \u6a21\u62df\u5f02\u6b65 Web \u670d\u52a1\u5668<\/span><br \/>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">handle_request<\/span><span class=\"token punctuation\">(<\/span>request_id<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>time<span class=\"token punctuation\">.<\/span>strftime<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;%H:%M:%S&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">] \u8bf7\u6c42 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>request_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5f00\u59cb\u5904\u7406&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u274c \u81f4\u547d\u9519\u8bef&#xff1a;\u5728\u5f02\u6b65\u51fd\u6570\u4e2d\u6267\u884c\u540c\u6b65\u963b\u585e\u64cd\u4f5c<\/span><br \/>\n    conn <span class=\"token operator\">&#061;<\/span> sqlite3<span class=\"token punctuation\">.<\/span>connect<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;data.db&#039;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    cursor <span class=\"token operator\">&#061;<\/span> conn<span class=\"token punctuation\">.<\/span>cursor<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    cursor<span class=\"token punctuation\">.<\/span>execute<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;SELECT * FROM users WHERE id &#061; ?&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">(<\/span>request_id<span class=\"token punctuation\">,<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    time<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u6a21\u62df\u6162\u67e5\u8be2<\/span><br \/>\n    result <span class=\"token operator\">&#061;<\/span> cursor<span class=\"token punctuation\">.<\/span>fetchall<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    conn<span class=\"token punctuation\">.<\/span>close<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>time<span class=\"token punctuation\">.<\/span>strftime<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;%H:%M:%S&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">] \u8bf7\u6c42 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>request_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5904\u7406\u5b8c\u6210&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> result<\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u6a21\u62df 10 \u4e2a\u5e76\u53d1\u8bf7\u6c42<\/span><br \/>\n    tasks <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>handle_request<span class=\"token punctuation\">(<\/span>i<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> i <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>gather<span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span>tasks<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u8fd0\u884c\u6d4b\u8bd5<\/span><br \/>\nstart <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\nasyncio<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>main<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\\\\n\u603b\u8017\u65f6&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> start<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u79d2&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd0\u884c\u7ed3\u679c&#xff08;\u707e\u96be\u6027\u7684&#xff09;&#xff1a;<\/p>\n<p>[14:30:00] \u8bf7\u6c42 0 \u5f00\u59cb\u5904\u7406<br \/>\n[14:30:02] \u8bf7\u6c42 0 \u5904\u7406\u5b8c\u6210  # \u963b\u585e\u4e86 2 \u79d2<br \/>\n[14:30:02] \u8bf7\u6c42 1 \u5f00\u59cb\u5904\u7406  # \u5176\u4ed6\u8bf7\u6c42\u5168\u5728\u7b49\u5f85<br \/>\n[14:30:04] \u8bf7\u6c42 1 \u5904\u7406\u5b8c\u6210<br \/>\n&#8230;<br \/>\n\u603b\u8017\u65f6&#xff1a;20.15 \u79d2  # \u7406\u8bba\u4e0a\u5e94\u8be5\u662f 2 \u79d2&#xff01;<\/p>\n<p>\u95ee\u9898\u5256\u6790&#xff1a;\u867d\u7136\u6211\u4eec\u7528\u4e86 async\/await&#xff0c;\u4f46\u7531\u4e8e time.sleep() \u548c sqlite3 \u662f\u540c\u6b65\u963b\u585e\u64cd\u4f5c&#xff0c;\u4e8b\u4ef6\u5faa\u73af\u5728\u6267\u884c\u8fd9\u4e9b\u4ee3\u7801\u65f6\u5b8c\u5168\u505c\u6ede&#xff0c;\u65e0\u6cd5\u8c03\u5ea6\u5176\u4ed6\u534f\u7a0b\u3002<\/p>\n<h3>\u4e8c\u3001\u6df1\u5165\u539f\u7406&#xff1a;\u4e3a\u4ec0\u4e48\u540c\u6b65\u4ee3\u7801\u4f1a&#034;\u51bb\u7ed3&#034;\u4e8b\u4ef6\u5faa\u73af<\/h3>\n<h4>1. \u4e8b\u4ef6\u5faa\u73af\u7684\u5355\u7ebf\u7a0b\u672c\u8d28<\/h4>\n<p><span class=\"token comment\"># \u7b80\u5316\u7684\u4e8b\u4ef6\u5faa\u73af\u5de5\u4f5c\u6d41\u7a0b<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">SimpleEventLoop<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">run<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">while<\/span> self<span class=\"token punctuation\">.<\/span>has_tasks<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            task <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>get_next_task<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            task<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u26a0\ufe0f \u5982\u679c\u8fd9\u91cc\u963b\u585e&#xff0c;\u6574\u4e2a\u5faa\u73af\u505c\u6b62<\/span><\/p>\n<p>\u5173\u952e\u8ba4\u77e5&#xff1a;\u4e8b\u4ef6\u5faa\u73af\u8fd0\u884c\u5728\u5355\u4e2a\u7ebf\u7a0b\u4e2d&#xff0c;\u5f53\u6267\u884c\u5230\u963b\u585e\u4ee3\u7801\u65f6&#xff1a;<\/p>\n<ul>\n<li>CPU \u88ab\u5360\u7528&#xff0c;\u65e0\u6cd5\u5207\u6362\u5230\u5176\u4ed6\u534f\u7a0b<\/li>\n<li>\u6240\u6709\u7b49\u5f85\u7684\u534f\u7a0b\u90fd\u4f1a\u9965\u997f<\/li>\n<li>\u8868\u73b0\u4e3a\u6574\u4e2a\u670d\u52a1&#034;\u5047\u6b7b&#034;<\/li>\n<\/ul>\n<h4>2. \u53ef\u89c6\u5316\u5bf9\u6bd4&#xff1a;\u5f02vs \u540c\u6b65\u963b\u585e<\/h4>\n<p><span class=\"token keyword\">import<\/span> asyncio<br \/>\n<span class=\"token keyword\">import<\/span> time<\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">async_operation<\/span><span class=\"token punctuation\">(<\/span>name<span class=\"token punctuation\">,<\/span> delay<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u771f\u6b63\u7684\u5f02\u6b65\u64cd\u4f5c&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5f00\u59cb&#xff08;\u5f02\u6b65&#xff09;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span>delay<span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u2705 \u8ba9\u51fa CPU \u63a7\u5236\u6743<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5b8c\u6210&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">blocking_operation<\/span><span class=\"token punctuation\">(<\/span>name<span class=\"token punctuation\">,<\/span> delay<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4f2a\u5f02\u6b65&#xff08;\u540c\u6b65\u963b\u585e&#xff09;&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5f00\u59cb&#xff08;\u963b\u585e&#xff09;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    time<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span>delay<span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u274c \u9738\u5360 CPU&#xff0c;\u963b\u585e\u4e8b\u4ef6\u5faa\u73af<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5b8c\u6210&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u6d4b\u8bd5\u5bf9\u6bd4<\/span><br \/>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">test_async<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\\\\n&#061;&#061;&#061; \u771f\u6b63\u7684\u5f02\u6b65 &#061;&#061;&#061;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    start <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>gather<span class=\"token punctuation\">(<\/span><br \/>\n        async_operation<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4efb\u52a1A&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        async_operation<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4efb\u52a1B&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        async_operation<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4efb\u52a1C&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u603b\u8017\u65f6&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> start<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u79d2\\\\n&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">test_blocking<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#061;&#061;&#061; \u540c\u6b65\u963b\u585e&#xff08;\u4f2a\u5f02\u6b65&#xff09;&#061;&#061;&#061;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    start <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>gather<span class=\"token punctuation\">(<\/span><br \/>\n        blocking_operation<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4efb\u52a1A&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        blocking_operation<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4efb\u52a1B&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        blocking_operation<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4efb\u52a1C&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u603b\u8017\u65f6&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> start<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u79d2\\\\n&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>asyncio<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>test_async<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\nasyncio<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>test_blocking<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8f93\u51fa\u7ed3\u679c&#xff1a;<\/p>\n<p>&#061;&#061;&#061; \u771f\u6b63\u7684\u5f02\u6b65 &#061;&#061;&#061;<br \/>\n[0.00] \u4efb\u52a1A \u5f00\u59cb&#xff08;\u5f02\u6b65&#xff09;<br \/>\n[0.00] \u4efb\u52a1B \u5f00\u59cb&#xff08;\u5f02\u6b65&#xff09;<br \/>\n[0.00] \u4efb\u52a1C \u5f00\u59cb&#xff08;\u5f02\u6b65&#xff09;<br \/>\n[2.00] \u4efb\u52a1A \u5b8c\u6210<br \/>\n[2.00] \u4efb\u52a1B \u5b8c\u6210<br \/>\n[2.00] \u4efb\u52a1C \u5b8c\u6210<br \/>\n\u603b\u8017\u65f6&#xff1a;2.00\u79d2  # \u2705 \u5e76\u53d1\u6267\u884c<\/p>\n<p>&#061;&#061;&#061; \u540c\u6b65\u963b\u585e&#xff08;\u4f2a\u5f02\u6b65&#xff09;&#061;&#061;&#061;<br \/>\n[0.00] \u4efb\u52a1A \u5f00\u59cb&#xff08;\u963b\u585e&#xff09;<br \/>\n[2.00] \u4efb\u52a1A \u5b8c\u6210  # \u274c \u4e32\u884c\u6267\u884c<br \/>\n[2.00] \u4efb\u52a1B \u5f00\u59cb&#xff08;\u963b\u585e&#xff09;<br \/>\n[4.00] \u4efb\u52a1B \u5b8c\u6210<br \/>\n[4.00] \u4efb\u52a1C \u5f00\u59cb&#xff08;\u963b\u585e&#xff09;<br \/>\n[6.00] \u4efb\u52a1C \u5b8c\u6210<br \/>\n\u603b\u8017\u65f6&#xff1a;6.01\u79d2<\/p>\n<h3>\u4e09\u3001\u5b9e\u6218\u89e3\u51b3\u65b9\u6848&#xff1a;\u4e94\u79cd\u6865\u63a5\u540c\u6b65\u4e0e\u5f02\u6b65\u7684\u65b9\u6cd5<\/h3>\n<h4>\u65b9\u6cd5\u4e00&#xff1a;\u4f7f\u7528 run_in_executor&#xff08;\u901a\u7528\u65b9\u6848&#xff09;<\/h4>\n<p><span class=\"token keyword\">import<\/span> asyncio<br \/>\n<span class=\"token keyword\">import<\/span> time<br \/>\n<span class=\"token keyword\">import<\/span> requests  <span class=\"token comment\"># \u540c\u6b65 HTTP \u5e93<\/span><\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">fetch_url_sync_bad<\/span><span class=\"token punctuation\">(<\/span>url<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u274c \u9519\u8bef\u65b9\u5f0f&#xff1a;\u76f4\u63a5\u8c03\u7528\u540c\u6b65\u5e93&#034;&#034;&#034;<\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>url<span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u963b\u585e\u4e8b\u4ef6\u5faa\u73af<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>text<\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">fetch_url_sync_good<\/span><span class=\"token punctuation\">(<\/span>url<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u2705 \u6b63\u786e\u65b9\u5f0f&#xff1a;\u5728\u7ebf\u7a0b\u6c60\u4e2d\u6267\u884c&#034;&#034;&#034;<\/span><br \/>\n    loop <span class=\"token operator\">&#061;<\/span> asyncio<span class=\"token punctuation\">.<\/span>get_running_loop<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># \u5c06\u540c\u6b65\u51fd\u6570\u653e\u5230\u7ebf\u7a0b\u6c60\u6267\u884c<\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> loop<span class=\"token punctuation\">.<\/span>run_in_executor<span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u4f7f\u7528\u9ed8\u8ba4\u7ebf\u7a0b\u6c60<\/span><br \/>\n        requests<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">,<\/span><br \/>\n        url<br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>text<\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">benchmark<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    urlshttps<span class=\"token punctuation\">:<\/span><span class=\"token operator\">\/\/<\/span>httpbin<span class=\"token punctuation\">.<\/span>org<span class=\"token operator\">\/<\/span>delay<span class=\"token operator\">\/<\/span><span class=\"token number\">1<\/span>&#034;<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">10<\/span><\/p>\n<p>    <span class=\"token comment\"># \u6d4b\u8bd5\u6b63\u786e\u65b9\u5f0f<\/span><br \/>\n    start <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    tasks <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>fetch_url_sync_good<span class=\"token punctuation\">(<\/span>url<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> url <span class=\"token keyword\">in<\/span> urls<span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>gather<span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span>tasks<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u2705 \u4f7f\u7528\u7ebf\u7a0b\u6c60&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> start<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u79d2&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>asyncio<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>benchmark<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u539f\u7406\u89e3\u6790&#xff1a;<\/p>\n<ul>\n<li>run_in_executor \u5c06\u540c\u6b65\u51fd\u6570\u63d0\u4ea4\u5230\u7ebf\u7a0b\u6c60<\/li>\n<li>\u4e8b\u4ef6\u5faa\u73af\u53ef\u4ee5\u5728\u7b49\u5f85\u671f\u95f4\u8c03\u5ea6\u5176\u4ed6\u534f\u7a0b<\/li>\n<li>\u9002\u7528\u4e8e\u4efb\u4f55\u65e0\u6cd5\u6539\u9020\u7684\u540c\u6b65\u5e93&#xff08;\u6570\u636e\u5e93\u3001\u6587\u4ef6 I\/O\u3001\u7b2c\u4e09\u65b9 API&#xff09;<\/li>\n<\/ul>\n<h4>\u65b9\u6cd5\u4e8c&#xff1a;\u4f7f\u7528\u5f02\u6b65\u539f\u751f\u5e93&#xff08;\u6700\u4f73\u5b9e\u8df5&#xff09;<\/h4>\n<p><span class=\"token keyword\">import<\/span> aiohttp  <span class=\"token comment\"># \u5f02\u6b65 HTTP \u5e93<\/span><br \/>\n<span class=\"token keyword\">import<\/span> aiosqlite  <span class=\"token comment\"># \u5f02\u6b65 SQLite \u5e93<\/span><\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">fetch_url_async<\/span><span class=\"token punctuation\">(<\/span>url<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u2705 \u4f7f\u7528\u539f\u751f\u5f02\u6b65\u5e93&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> aiohttp<span class=\"token punctuation\">.<\/span>ClientSession<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> session<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> session<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>url<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> response<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">await<\/span> response<span class=\"token punctuation\">.<\/span>text<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">query_database_async<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u2705 \u4f7f\u7528\u5f02\u6b65\u6570\u636e\u5e93\u9a71\u52a8&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> aiosqlite<span class=\"token punctuation\">.<\/span>connect<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;data.db&#039;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> db<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> db<span class=\"token punctuation\">.<\/span>execute<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;SELECT * FROM users&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> cursor<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">await<\/span> cursor<span class=\"token punctuation\">.<\/span>fetchall<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u5f02\u6b65\u5e93\u5bf9\u6bd4<\/span><br \/>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">compare_libraries<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u540c\u6b65\u5e93 &#043; \u7ebf\u7a0b\u6c60&#xff08;\u6027\u80fd\u6298\u4e2d&#xff09;<\/span><br \/>\n    start <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>get_running_loop<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>run_in_executor<span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span> requests<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;https:\/\/httpbin.org\/get&#034;<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u540c\u6b65\u5e93&#043;\u7ebf\u7a0b\u6c60&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> start<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u79d2&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u539f\u751f\u5f02\u6b65\u5e93&#xff08;\u6027\u80fd\u6700\u4f18&#xff09;<\/span><br \/>\n    start <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">await<\/span> fetch_url_async<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;https:\/\/httpbin.org\/get&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u539f\u751f\u5f02\u6b65\u5e93&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> start<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u79d2&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>asyncio<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>compare_libraries<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u63a8\u8350\u5f02\u6b65\u5e93\u6e05\u5355&#xff1a;<\/p>\n<ul>\n<li>HTTP \u8bf7\u6c42&#xff1a;aiohttp\u3001httpx<\/li>\n<li>\u6570\u636e\u5e93&#xff1a;asyncpg&#xff08;PostgreSQL&#xff09;\u3001aiomysql\u3001aiosqlite<\/li>\n<li>Redis&#xff1a;aioredis<\/li>\n<li>\u6587\u4ef6 I\/O&#xff1a;aiofiles<\/li>\n<\/ul>\n<h4>\u65b9\u6cd5\u4e09&#xff1a;\u6279\u91cf\u5904\u7406\u51cf\u5c11\u963b\u585e\u5f71\u54cd<\/h4>\n<p><span class=\"token keyword\">import<\/span> asyncio<\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">process_batch<\/span><span class=\"token punctuation\">(<\/span>items<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6279\u91cf\u5904\u7406\u51cf\u5c11\u5207\u6362\u5f00\u9500&#034;&#034;&#034;<\/span><br \/>\n    results <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token comment\"># \u5c06\u540c\u6b65\u64cd\u4f5c\u96c6\u4e2d\u5230\u4e00\u4e2a\u7ebf\u7a0b\u6c60\u8c03\u7528<\/span><br \/>\n    loop <span class=\"token operator\">&#061;<\/span> asyncio<span class=\"token punctuation\">.<\/span>get_running_loop<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">sync_batch_process<\/span><span class=\"token punctuation\">(<\/span>batch<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span>expensive_sync_operation<span class=\"token punctuation\">(<\/span>item<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> item <span class=\"token keyword\">in<\/span> batch<span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token comment\"># \u5206\u6279\u5904\u7406<\/span><br \/>\n    batch_size <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">100<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> i <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>items<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> batch_size<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        batch <span class=\"token operator\">&#061;<\/span> items<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">:<\/span>i <span class=\"token operator\">&#043;<\/span> batch_size<span class=\"token punctuation\">]<\/span><br \/>\n        batch_results <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> loop<span class=\"token punctuation\">.<\/span>run_in_executor<span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span> sync_batch_process<span class=\"token punctuation\">,<\/span> batch<br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n        results<span class=\"token punctuation\">.<\/span>extend<span class=\"token punctuation\">(<\/span>batch_results<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> results<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">expensive_sync_operation<\/span><span class=\"token punctuation\">(<\/span>item<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6a21\u62df\u8017\u65f6\u540c\u6b65\u64cd\u4f5c&#034;&#034;&#034;<\/span><br \/>\n    time<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span><span class=\"token number\">0.01<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> item <span class=\"token operator\">*<\/span> <span class=\"token number\">2<\/span><\/p>\n<h4>\u65b9\u6cd5\u56db&#xff1a;\u4f7f\u7528\u8fdb\u7a0b\u6c60\u5904\u7406 CPU \u5bc6\u96c6\u4efb\u52a1<\/h4>\n<p><span class=\"token keyword\">from<\/span> concurrent<span class=\"token punctuation\">.<\/span>futures <span class=\"token keyword\">import<\/span> ProcessPoolExecutor<br \/>\n<span class=\"token keyword\">import<\/span> asyncio<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">cpu_intensive_task<\/span><span class=\"token punctuation\">(<\/span>n<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;CPU \u5bc6\u96c6\u578b\u4efb\u52a1&#xff08;\u5982\u6570\u636e\u52a0\u5bc6\u3001\u56fe\u50cf\u5904\u7406&#xff09;&#034;&#034;&#034;<\/span><br \/>\n    result <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> i <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span>n<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        result <span class=\"token operator\">&#043;&#061;<\/span> i <span class=\"token operator\">**<\/span> <span class=\"token number\">2<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> result<\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">run_cpu_tasks<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    loop <span class=\"token operator\">&#061;<\/span> asyncio<span class=\"token punctuation\">.<\/span>get_running_loop<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u4f7f\u7528\u8fdb\u7a0b\u6c60\u7ed5\u8fc7 GIL \u9650\u5236<\/span><br \/>\n    <span class=\"token keyword\">with<\/span> ProcessPoolExecutor<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> pool<span class=\"token punctuation\">:<\/span><br \/>\n        tasks <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n            loop<span class=\"token punctuation\">.<\/span>run_in_executor<span class=\"token punctuation\">(<\/span>pool<span class=\"token punctuation\">,<\/span> cpu_intensive_task<span class=\"token punctuation\">,<\/span> <span class=\"token number\">10000000<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">for<\/span> _ <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">]<\/span><br \/>\n        results <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>gather<span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span>tasks<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> results<\/p>\n<p><span class=\"token comment\"># \u6027\u80fd\u5bf9\u6bd4<\/span><br \/>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">benchmark_cpu<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u9519\u8bef\u65b9\u5f0f&#xff1a;\u76f4\u63a5\u5728\u4e8b\u4ef6\u5faa\u73af\u4e2d\u8ba1\u7b97<\/span><br \/>\n    start <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">[<\/span>cpu_intensive_task<span class=\"token punctuation\">(<\/span><span class=\"token number\">10000000<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> _ <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u274c \u4e8b\u4ef6\u5faa\u73af\u4e2d\u6267\u884c&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> start<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u79d2&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u6b63\u786e\u65b9\u5f0f&#xff1a;\u4f7f\u7528\u8fdb\u7a0b\u6c60<\/span><br \/>\n    start <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">await<\/span> run_cpu_tasks<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u2705 \u4f7f\u7528\u8fdb\u7a0b\u6c60&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> start<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u79d2&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>asyncio<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>benchmark_cpu<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>\u65b9\u6cd5\u4e94&#xff1a;\u4fe1\u53f7\u91cf\u63a7\u5236\u5e76\u53d1\u5ea6<\/h4>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">controlled_sync_operation<\/span><span class=\"token punctuation\">(<\/span>sem<span class=\"token punctuation\">,<\/span> item<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u901a\u8fc7\u4fe1\u53f7\u91cf\u9650\u5236\u540c\u65f6\u6267\u884c\u7684\u963b\u585e\u64cd\u4f5c\u6570\u91cf&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> sem<span class=\"token punctuation\">:<\/span>  <span class=\"token comment\"># \u6700\u591a\u5141\u8bb8 N \u4e2a\u5e76\u53d1<\/span><br \/>\n        loop <span class=\"token operator\">&#061;<\/span> asyncio<span class=\"token punctuation\">.<\/span>get_running_loop<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">await<\/span> loop<span class=\"token punctuation\">.<\/span>run_in_executor<span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span> expensive_sync_operation<span class=\"token punctuation\">,<\/span> item<br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">main_with_limit<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    items <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">100<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    sem <span class=\"token operator\">&#061;<\/span> asyncio<span class=\"token punctuation\">.<\/span>Semaphore<span class=\"token punctuation\">(<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u9650\u5236\u6700\u591a 10 \u4e2a\u5e76\u53d1<\/span><\/p>\n<p>    tasks <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>controlled_sync_operation<span class=\"token punctuation\">(<\/span>sem<span class=\"token punctuation\">,<\/span> item<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> item <span class=\"token keyword\">in<\/span> items<span class=\"token punctuation\">]<\/span><br \/>\n    results <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>gather<span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span>tasks<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> results<\/p>\n<h3>\u56db\u3001\u6700\u4f73\u5b9e\u8df5&#xff1a;\u6784\u5efa\u5065\u58ee\u7684\u5f02\u6b65\u7cfb\u7edf<\/h3>\n<h4>1. \u68c0\u6d4b\u963b\u585e\u4ee3\u7801\u7684\u8c03\u8bd5io<\/h4>\n<p>import warnings<\/p>\n<h2>\u5f00\u542f\u6162\u56de\u8c03\u8b66\u544a<\/h2>\n<p>asyncio.run(main(), debug&#061;True)<\/p>\n<h2>\u81ea\u5b9a\u4e49\u6162\u64cd\u4f5c\u68c0\u6d4b\u5668<\/h2>\n<p>class BlockingDetector: def init(self, threshold&#061;0.1): self.threshold &#061; threshold<\/p>\n<p>def __enter__(self):<br \/>\n    self.start &#061; time.time()<br \/>\n    return self<\/p>\n<p>def __exit__(self, *args):<br \/>\n    duration &#061; time.time() &#8211; self.start<br \/>\n    if duration &gt; self.threshold:<br \/>\n        warnings.warn(<br \/>\n            f&#034;\u68c0\u6d4b\u5230\u963b\u585e\u64cd\u4f5c&#xff01;\u8017\u65f6 {duration:.2f}\u79d2&#034;,<br \/>\n            RuntimeWarning<br \/>\n        )<\/p>\n<h2>\u4f7f\u7528\u793a\u4f8b<\/h2>\n<p>async def suspicious_function(): with BlockingDetector(threshold&#061;0.05): time.sleep(0.1) # \u4f1a\u89e6\u53d1\u8b66\u544a<\/p>\n<p>### 2. \u4ee3\u7801\u5ba1\u67e5\u6e05\u5355<\/p>\n<p>&#096;&#096;&#096;python<br \/>\n# \u2705 \u5f02\u6b65\u4ee3\u7801\u89c4\u8303\u68c0\u67e5\u6e05\u5355<br \/>\nASYNC_CODE_CHECKLIST &#061; &#034;&#034;&#034;<br \/>\n1. \u6240\u6709 I\/O \u64cd\u4f5c\u90fd\u4f7f\u7528\u4e86 await&#xff1f;<br \/>\n2. \u6ca1\u6709\u4f7f\u7528 time.sleep&#xff08;\u5e94\u8be5\u7528 asyncio.sleep&#xff09;&#xff1f;<br \/>\n3. \u6570\u636e\u5e93\u67e5\u8be2\u4f7f\u7528\u4e86\u5f02\u6b65\u9a71\u52a8&#xff1f;<br \/>\n4. HTTP \u8bf7\u6c42\u4f7f\u7528\u4e86 aiohttp\/httpx&#xff1f;<br \/>\n5. \u6587\u4ef6\u64cd\u4f5c\u4f7f\u7528\u4e86 aiofiles&#xff1f;<br \/>\n6. CPU \u5bc6\u96c6\u4efb\u52a1\u653e\u5230\u4e86\u8fdb\u7a0b\u6c60&#xff1f;<br \/>\n7. \u540c\u6b65\u5e93\u8c03\u7528\u5305\u88c5\u5728 run_in_executor \u4e2d&#xff1f;<br \/>\n8. \u8bbe\u7f6e\u4e86\u5408\u7406\u7684\u8d85\u65f6\u548c\u5e76\u53d1\u9650\u5236&#xff1f;<br \/>\n&#034;&#034;&#034;<\/p>\n<h4>3. \u771f\u5b9e\u751f\u4ea7\u6848\u4f8b&#xff1a;\u91cd\u6784\u963b\u585e\u4ee3\u7801<\/h4>\n<p><span class=\"token comment\"># \u274c \u91cd\u6784\u524d&#xff1a;\u5145\u6ee1\u963b\u585e\u7684\u4ee3\u7801<\/span><br \/>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">old_api_handler<\/span><span class=\"token punctuation\">(<\/span>user_id<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u540c\u6b65\u6570\u636e\u5e93\u67e5\u8be2<\/span><br \/>\n    user <span class=\"token operator\">&#061;<\/span> db<span class=\"token punctuation\">.<\/span>query<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;SELECT * FROM users WHERE id &#061; ?&#034;<\/span><span class=\"token punctuation\">,<\/span> user_id<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u540c\u6b65 HTTP \u8c03\u7528<\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;https:\/\/api.example.com\/data\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>user_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u540c\u6b65\u6587\u4ef6\u5199\u5165<\/span><br \/>\n    <span class=\"token keyword\">with<\/span> <span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;logs\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>user_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">.txt&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;w&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> f<span class=\"token punctuation\">:<\/span><br \/>\n        f<span class=\"token punctuation\">.<\/span>write<span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span>text<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;ok&#034;<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\"># \u2705 \u91cd\u6784\u540e&#xff1a;\u5b8c\u5168\u5f02\u6b65<\/span><br \/>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">new_api_handler<\/span><span class=\"token punctuation\">(<\/span>user_id<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u5f02\u6b65\u6570\u636e\u5e93<\/span><br \/>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> aiosqlite<span class=\"token punctuation\">.<\/span>connect<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;data.db&#039;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> db<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> db<span class=\"token punctuation\">.<\/span>execute<span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token string\">&#034;SELECT * FROM users WHERE id &#061; ?&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">(<\/span>user_id<span class=\"token punctuation\">,<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> cursor<span class=\"token punctuation\">:<\/span><br \/>\n            user <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> cursor<span class=\"token punctuation\">.<\/span>fetchone<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u5f02\u6b65 HTTP<\/span><br \/>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> aiohttp<span class=\"token punctuation\">.<\/span>ClientSession<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> session<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> session<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;https:\/\/api.example.com\/data\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>user_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n        <span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> response<span class=\"token punctuation\">:<\/span><br \/>\n            data <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> response<span class=\"token punctuation\">.<\/span>text<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u5f02\u6b65\u6587\u4ef6\u5199\u5165<\/span><br \/>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> aiofiles<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;logs\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>user_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">.txt&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;w&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> f<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">await<\/span> f<span class=\"token punctuation\">.<\/span>write<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;ok&#034;<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\"># \u6027\u80fd\u5bf9\u6bd4<\/span><br \/>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">benchmark_refactor<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    user_ids <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">100<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    start <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># await asyncio.gather(*[old_api_handler(uid) for uid in user_ids])<\/span><br \/>\n    <span class=\"token comment\"># \u9884\u671f\u8017\u65f6&#xff1a;\u7ea6 50 \u79d2&#xff08;\u4e32\u884c\u963b\u585e&#xff09;<\/span><\/p>\n<p>    start <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>gather<span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span><span class=\"token punctuation\">[<\/span>new_api_handler<span class=\"token punctuation\">(<\/span>uid<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> uid <span class=\"token keyword\">in<\/span> user_ids<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u2705 \u91cd\u6784\u540e\u8017\u65f6&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> start<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u79d2&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># \u5b9e\u9645\u8017\u65f6&#xff1a;\u7ea6 2 \u79d2&#xff08;\u771f\u6b63\u5e76\u53d1&#xff09;<\/span><\/p>\n<h3>\u4e94\u3001\u5e38\u89c1\u9677\u9631\u4e0e\u907f\u5751\u6307\u5357<\/h3>\n<h4>\u9677\u9631 1&#xff1a;\u9690\u853d\u7684\u540c\u6b65\u8c03\u7528<\/h4>\n<p><span class=\"token comment\"># \u274c \u770b\u4f3c\u5f02\u6b65&#xff0c;\u5b9e\u5219\u963b\u585e<\/span><br \/>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">hidden_blocking<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    result <span class=\"token operator\">&#061;<\/span> some_library<span class=\"token punctuation\">.<\/span>process<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u5982\u679c\u8fd9\u662f\u540c\u6b65\u51fd\u6570&#8230;<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> result<\/p>\n<p><span class=\"token comment\"># \u2705 \u68c0\u67e5\u65b9\u6cd5&#xff1a;\u67e5\u770b\u6e90\u7801\u6216\u6d4b\u8bd5<\/span><br \/>\n<span class=\"token keyword\">import<\/span> inspect<br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>inspect<span class=\"token punctuation\">.<\/span>iscoroutinefunction<span class=\"token punctuation\">(<\/span>some_library<span class=\"token punctuation\">.<\/span>process<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token comment\"># \u8f93\u51fa False \u8bf4\u660e\u662f\u540c\u6b65\u51fd\u6570<\/span><\/p>\n<h4>\u9677\u9631 2&#xff1a;\u8fc7\u5ea6\u4f7f\u7528 run_in_executor<\/h4>\n<p><span class=\"token comment\"># \u274c \u4f4e\u6548&#xff1a;\u4e3a\u7b80\u5355\u64cd\u4f5c\u521b\u5efa\u7ebf\u7a0b<\/span><br \/>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">overkill<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    loop <span class=\"token operator\">&#061;<\/span> asyncio<span class=\"token punctuation\">.<\/span>get_running_loop<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    result <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> loop<span class=\"token punctuation\">.<\/span>run_in_executor<span class=\"token punctuation\">(<\/span><span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">lambda<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">1<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u2705 \u9ad8\u6548&#xff1a;\u76f4\u63a5\u8ba1\u7b97<\/span><br \/>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">efficient<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    result <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">1<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span>  <span class=\"token comment\"># \u7eaf\u8ba1\u7b97\u65e0\u9700\u5f02\u6b65<\/span><\/p>\n<h4>\u9677\u9631 3&#xff1a;\u5fd8\u8bb0 await \u5bfc\u81f4\u7684\u9759\u9ed8\u5931\u8d25<\/h4>\n<p><span class=\"token comment\"># \u274c \u5fd8\u8bb0 await&#xff0c;\u534f\u7a0b\u6c38\u6267\u884c<\/span><br \/>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">silent_failure<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    fetch_data<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u5fd8\u8bb0 await&#xff0c;\u51fd\u6570\u4e0d\u4f1a\u6267\u884c&#xff01;<\/span><\/p>\n<p><span class=\"token comment\"># \u2705 Python 3.11&#043; \u4f1a\u8b66\u544a<\/span><br \/>\n<span class=\"token comment\"># RuntimeWarning: coroutine &#039;fetch_data&#039; was never awaited<\/span><\/p>\n<h3>\u516d\u3001\u603b\u7ed3&#xff1a;\u5f02\u6b65\u7f16\u7a0b\u7684\u9ec4\u91d1\u6cd5\u5219<\/h3>\n<p>\u7ecf\u8fc7\u591a\u5e74\u7684\u5b9e\u6218\u7ecf\u9a8c&#xff0c;\u6211\u603b\u7ed3\u51fa\u4ee5\u4e0b\u6838\u5fc3\u539f\u5219&#xff1a;<\/p>\n<li>\u6c38\u8fdc\u4e0d\u8981\u5728\u5f02\u6b65\u51fd\u6570\u4e2d\u8c03\u7528\u963b\u585e\u4ee3\u7801\u2014\u2014\u8fd9\u662f\u94c1\u5f8b<\/li>\n<li>\u4f18\u5148\u9009\u62e9\u539f\u751f\u5f02\u6b65\u5e93\u2014\u2014\u6027\u80fd\u6700\u4f18&#xff0c;\u65e0\u989d\u5916\u5f00\u9500<\/li>\n<li>\u5b9e\u5728\u9700\u8981\u540c\u6b65\u5e93\u65f6&#xff0c;\u7528 run_in_executor \u5305\u88c5\u2014\u2014\u4fdd\u8bc1\u4e8b\u4ef6\u5faa\u73af\u4e0d\u88ab\u963b\u585e<\/li>\n<li>CPU \u5bc6\u96c6\u4efb\u52a1\u4f7f\u7528\u8fdb\u7a0b\u6c60\u2014\u2014\u7ed5\u8fc7 GIL \u9650\u5236<\/li>\n<li>\u5f00\u542f debug \u6a21\u5f0f\u68c0\u6d4b\u6162\u56de\u8c03\u2014\u2014\u53ca\u65e9\u53d1\u73b0\u95ee\u9898<\/li>\n<p>\u4e00\u4e2a\u601d\u8003\u9898&#xff1a; \u5047\u8bbe\u4f60\u5728\u7ef4\u62a4\u4e00\u4e2a\u5f02\u6b65 Web \u670d\u52a1&#xff0c;\u7a81\u7136\u53d1\u73b0\u54cd\u5e94\u65f6\u95f4\u4ece 50ms \u98d9\u5347\u5230 5 \u79d2\u3002\u4f60\u4f1a\u5982\u4f55\u6392\u67e5\u662f\u5426\u5b58\u5728\u963b\u585e\u4ee3\u7801&#xff1f;\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u5206\u4eab\u4f60\u7684\u8bca\u65ad\u601d\u8def&#xff01;<\/p>\n<h3>\u53c2\u8003\u8d44\u6e90<\/h3>\n<ul>\n<li>Python \u5b98\u65b9\u6587\u6863&#xff1a;asyncio<\/li>\n<li>PEP 3156&#xff1a;\u5f02\u6b65\u7f16\u7a0b\u6307\u5357<\/li>\n<li>\u63a8\u8350\u4e66\u7c4d&#xff1a;\u300aUsing Asyncio in Python\u300b<\/li>\n<li>\u5f02\u6b65\u5e93\u7cbe\u9009&#xff1a;awesome-asyncio<\/li>\n<\/ul>\n<p>\u8bb0\u4f4f&#xff1a;\u5f02\u6b65\u7f16\u7a0b\u4e0d\u662f\u94f6\u5f39&#xff0c;\u4f46\u5f53\u4f60\u771f\u6b63\u7406\u89e3\u4e86\u4e8b\u4ef6\u5faa\u73af\u7684\u673a\u5236&#xff0c;\u638c\u63e1\u4e86\u540c\u6b65\u5f02\u6b65\u7684\u6865\u63a5\u6280\u5de7&#xff0c;\u4f60\u5c31\u80fd\u6784\u5efa\u51fa\u65e2\u9ad8\u6548\u53c8\u7a33\u5b9a\u7684\u73b0\u4ee3\u5316\u5e94\u7528\u3002\u8ba9\u6211\u4eec\u4e00\u8d77\u5728\u5f02\u6b65\u7684\u4e16\u754c\u91cc&#xff0c;\u5199\u51fa\u4e0d\u963b\u585e\u7684\u4f18\u96c5\u4ee3\u7801&#xff01;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f02\u6b65\u7f16\u7a0b\u7684\u81f4\u547d\u9677\u9631&#xff1a;\u4e3a\u4ec0\u4e48\u4e00\u884c\u540c\u6b65\u4ee3\u7801\u80fd\u8ba9\u6574\u4e2a\u670d\u52a1\u5668\u505c\u6446&#xff1f;<br \/>\n\u5f15\u8a00&#xff1a;\u4e00\u6b21\u751f\u4ea7\u4e8b\u6545\u5e26\u6765\u7684\u6df1\u523b\u6559\u8bad<br 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