{"id":963989,"date":"2024-12-27T04:23:51","date_gmt":"2024-12-26T20:23:51","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/963989.html"},"modified":"2024-12-27T04:23:53","modified_gmt":"2024-12-26T20:23:53","slug":"%e5%a6%82%e4%bd%95%e5%ad%a6%e4%bc%9apython%e5%a4%9a%e6%a0%b8%e5%bf%83","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/963989.html","title":{"rendered":"\u5982\u4f55\u5b66\u4f1apython\u591a\u6838\u5fc3"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/24181021\/5754cc4a-890c-440f-9cbc-6cfb2e41683c.webp\" alt=\"\u5982\u4f55\u5b66\u4f1apython\u591a\u6838\u5fc3\" \/><\/p>\n<p><p> \u5f00\u5934\u6bb5\u843d\uff1a<br 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 <\/p>\n<\/p>\n<p><p>\u5e76\u884c\u7f16\u7a0b\u662f\u6307\u591a\u4e2a\u8ba1\u7b97\u4efb\u52a1\u5728\u540c\u4e00\u65f6\u95f4\u5185\u6267\u884c\uff0c\u4ee5\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u3002\u4e86\u89e3\u5e76\u884c\u7f16\u7a0b\u7684\u57fa\u7840\u6709\u52a9\u4e8e\u7406\u89e3\u591a\u6838\u5fc3\u7f16\u7a0b\u7684\u539f\u7406\u548c\u5e94\u7528\u3002\u5728\u73b0\u4ee3\u8ba1\u7b97\u4e2d\uff0cCPU\u7684\u591a\u6838\u67b6\u6784\u4f7f\u5f97\u5e76\u884c\u7f16\u7a0b\u6210\u4e3a\u63d0\u9ad8\u7a0b\u5e8f\u6027\u80fd\u7684\u91cd\u8981\u624b\u6bb5\u3002\u4e00\u4e2a\u591a\u6838\u5904\u7406\u5668\u53ef\u4ee5\u540c\u65f6\u6267\u884c\u591a\u4e2a\u4efb\u52a1\uff0c\u4ece\u800c\u52a0\u5feb\u8ba1\u7b97\u901f\u5ea6\u3002<\/p>\n<\/p>\n<p><p>\u5728Python\u4e2d\uff0c\u5b9e\u73b0\u5e76\u884c\u7f16\u7a0b\u9700\u8981\u7406\u89e3\u7ebf\u7a0b\u548c\u8fdb\u7a0b\u7684\u6982\u5ff5\u3002\u7ebf\u7a0b\u662f\u64cd\u4f5c\u7cfb\u7edf\u80fd\u591f\u8fdb\u884c\u8fd0\u7b97\u8c03\u5ea6\u7684\u6700\u5c0f\u5355\u4f4d\uff0c\u800c\u8fdb\u7a0b\u662f\u4e00\u4e2a\u6b63\u5728\u6267\u884c\u7684\u7a0b\u5e8f\u5b9e\u4f8b\u3002Python\u7684\u591a\u7ebf\u7a0b\u7531\u4e8eGIL\u7684\u5b58\u5728\uff0c\u65e0\u6cd5\u771f\u6b63\u5b9e\u73b0\u5e76\u884c\u8ba1\u7b97\uff0c\u4f46\u53ef\u4ee5\u901a\u8fc7\u591a\u8fdb\u7a0b\u6765\u514b\u670d\u8fd9\u4e00\u9650\u5236\u3002<\/p>\n<\/p>\n<p><p>\u4e8c\u3001\u719f\u6089Python\u591a\u7ebf\u7a0b\u4e0e\u591a\u8fdb\u7a0b\u6a21\u5757  <\/p>\n<\/p>\n<p><p>Python\u63d0\u4f9b\u4e86\u591a\u4e2a\u6a21\u5757\u6765\u5b9e\u73b0\u591a\u7ebf\u7a0b\u548c\u591a\u8fdb\u7a0b\u7f16\u7a0b\u3002\u591a\u7ebf\u7a0b\u6a21\u5757\u4e3b\u8981\u6709<code>threading<\/code>\u548c<code>concurrent.futures.ThreadPoolExecutor<\/code>\u3002<code>threading<\/code>\u6a21\u5757\u5141\u8bb8\u521b\u5efa\u548c\u7ba1\u7406\u7ebf\u7a0b\uff0c\u4f46\u53d7\u9650\u4e8eGIL\u7684\u5b58\u5728\uff0c\u591a\u7ebf\u7a0b\u5728Python\u4e2d\u5e76\u4e0d\u80fd\u5145\u5206\u5229\u7528\u591a\u6838CPU\u3002\u7136\u800c\uff0c\u5bf9\u4e8eI\/O\u5bc6\u96c6\u578b\u4efb\u52a1\uff0c\u4f7f\u7528\u591a\u7ebf\u7a0b\u4ecd\u7136\u53ef\u4ee5\u63d0\u9ad8\u7a0b\u5e8f\u7684\u54cd\u5e94\u901f\u5ea6\u3002<\/p>\n<\/p>\n<p><p>\u53e6\u4e00\u65b9\u9762\uff0c\u591a\u8fdb\u7a0b\u6a21\u5757\u5982<code>multiprocessing<\/code>\u548c<code>concurrent.futures.ProcessPoolExecutor<\/code>\u5141\u8bb8\u521b\u5efa\u72ec\u7acb\u7684\u8fdb\u7a0b\u6765\u6267\u884c\u4efb\u52a1\u3002\u7531\u4e8e\u6bcf\u4e2a\u8fdb\u7a0b\u6709\u72ec\u7acb\u7684Python\u89e3\u91ca\u5668\u5b9e\u4f8b\uff0c\u56e0\u6b64\u53ef\u4ee5\u7ed5\u8fc7GIL\uff0c\u5b9e\u73b0\u771f\u6b63\u7684\u5e76\u884c\u8ba1\u7b97\u3002<code>multiprocessing<\/code>\u6a21\u5757\u8fd8\u63d0\u4f9b\u4e86\u8fdb\u7a0b\u95f4\u901a\u4fe1\u7684\u65b9\u6cd5\uff0c\u5982\u7ba1\u9053\u548c\u961f\u5217\uff0c\u4f7f\u5f97\u8fdb\u7a0b\u4e4b\u95f4\u80fd\u591f\u9ad8\u6548\u5730\u4f20\u9012\u6570\u636e\u3002<\/p>\n<\/p>\n<p><p>\u4e09\u3001\u638c\u63e1\u5f02\u6b65\u7f16\u7a0b  <\/p>\n<\/p>\n<p><p>\u5f02\u6b65\u7f16\u7a0b\u662f\u4e00\u79cd\u901a\u8fc7\u975e\u963b\u585e\u64cd\u4f5c\u6765\u5b9e\u73b0\u7a0b\u5e8f\u5e76\u53d1\u6267\u884c\u7684\u65b9\u6cd5\u3002\u5728Python\u4e2d\uff0c<code>asyncio<\/code>\u662f\u5b9e\u73b0\u5f02\u6b65\u7f16\u7a0b\u7684\u4e3b\u8981\u6a21\u5757\u3002\u4e0e\u4f20\u7edf\u7684\u591a\u7ebf\u7a0b\u548c\u591a\u8fdb\u7a0b\u4e0d\u540c\uff0c\u5f02\u6b65\u7f16\u7a0b\u4e0d\u4f9d\u8d56\u4e8e\u591a\u4e2a\u7ebf\u7a0b\u6216\u8fdb\u7a0b\u6765\u5b9e\u73b0\u5e76\u53d1\uff0c\u800c\u662f\u901a\u8fc7\u4e8b\u4ef6\u5faa\u73af\u7684\u65b9\u5f0f\u6765\u8c03\u5ea6\u4efb\u52a1\u3002<\/p>\n<\/p>\n<p><p>\u4f7f\u7528<code>asyncio<\/code>\u53ef\u4ee5\u7f16\u5199\u9ad8\u6548\u7684\u5f02\u6b65\u4ee3\u7801\uff0c\u5c24\u5176\u9002\u7528\u4e8eI\/O\u5bc6\u96c6\u578b\u4efb\u52a1\uff0c\u5982\u7f51\u7edc\u8bf7\u6c42\u548c\u6587\u4ef6\u64cd\u4f5c\u3002\u901a\u8fc7<code>async<\/code>\u548c<code>aw<a href=\"https:\/\/docs.pingcode.com\/blog\/59162.html\" target=\"_blank\">AI<\/a>t<\/code>\u5173\u952e\u5b57\uff0c\u53ef\u4ee5\u5b9a\u4e49\u5f02\u6b65\u51fd\u6570\uff0c\u5e76\u4f7f\u7528\u4e8b\u4ef6\u5faa\u73af\u6765\u8c03\u5ea6\u8fd9\u4e9b\u51fd\u6570\u7684\u6267\u884c\u3002\u5f02\u6b65\u7f16\u7a0b\u7684\u4f18\u52bf\u5728\u4e8e\u5176\u4f4e\u5f00\u9500\u548c\u9ad8\u6548\u7387\uff0c\u9002\u5408\u9700\u8981\u9ad8\u5e76\u53d1\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n<\/p>\n<p><p>\u56db\u3001\u4f18\u5316\u4ee3\u7801\u6027\u80fd  <\/p>\n<\/p>\n<p><p>\u5728\u591a\u6838\u5fc3\u7f16\u7a0b\u4e2d\uff0c\u4ee3\u7801\u6027\u80fd\u7684\u4f18\u5316\u81f3\u5173\u91cd\u8981\u3002\u9996\u5148\uff0c\u9700\u8981\u8bc6\u522b\u7a0b\u5e8f\u4e2d\u7684\u74f6\u9888\uff0c\u901a\u5e38\u53ef\u4ee5\u4f7f\u7528\u6027\u80fd\u5206\u6790\u5de5\u5177\u5982<code>cProfile<\/code>\u6765\u68c0\u6d4b\u7a0b\u5e8f\u7684\u6267\u884c\u65f6\u95f4\u548c\u8d44\u6e90\u6d88\u8017\u3002\u901a\u8fc7\u5206\u6790\uff0c\u53ef\u4ee5\u627e\u5230\u9700\u8981\u4f18\u5316\u7684\u4ee3\u7801\u6bb5\u3002<\/p>\n<\/p>\n<p><p>\u5176\u6b21\uff0c\u9002\u5f53\u4f7f\u7528\u6570\u636e\u7ed3\u6784\u548c\u7b97\u6cd5\u4e5f\u80fd\u63d0\u5347\u6027\u80fd\u3002\u4f8b\u5982\uff0c\u9009\u62e9\u5408\u9002\u7684\u6570\u636e\u7ed3\u6784\u53ef\u4ee5\u51cf\u5c11\u5185\u5b58\u4f7f\u7528\uff0c\u63d0\u9ad8\u8bbf\u95ee\u901f\u5ea6\u3002\u4f18\u5316\u7b97\u6cd5\u53ef\u4ee5\u663e\u8457\u51cf\u5c11\u8ba1\u7b97\u65f6\u95f4\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u65f6\u3002<\/p>\n<\/p>\n<p><p>\u6b64\u5916\uff0c\u5728\u591a\u6838\u5fc3\u7f16\u7a0b\u4e2d\uff0c\u8fd8\u53ef\u4ee5\u901a\u8fc7\u51cf\u5c11\u7ebf\u7a0b\u548c\u8fdb\u7a0b\u7684\u5207\u6362\u5f00\u9500\u6765\u63d0\u9ad8\u6548\u7387\u3002\u8fd9\u53ef\u4ee5\u901a\u8fc7\u51cf\u5c11\u540c\u6b65\u64cd\u4f5c\u3001\u9002\u5f53\u589e\u52a0\u4efb\u52a1\u7c92\u5ea6\u7b49\u65b9\u6cd5\u6765\u5b9e\u73b0\u3002\u603b\u4e4b\uff0c\u901a\u8fc7\u5bf9\u4ee3\u7801\u8fdb\u884c\u4ed4\u7ec6\u7684\u5206\u6790\u548c\u4f18\u5316\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u53d1\u6325\u591a\u6838\u5fc3\u7f16\u7a0b\u7684\u4f18\u52bf\uff0c\u63d0\u9ad8\u7a0b\u5e8f\u7684\u6574\u4f53\u6027\u80fd\u3002<\/p>\n<\/p>\n<p><p>\u4e94\u3001\u5b9e\u8df5\u4e0e\u5e94\u7528 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