{"id":989233,"date":"2024-12-27T08:09:49","date_gmt":"2024-12-27T00:09:49","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/989233.html"},"modified":"2024-12-27T08:09:55","modified_gmt":"2024-12-27T00:09:55","slug":"%e5%a6%82%e4%bd%95%e5%8a%a0%e9%80%9fpython3","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/989233.html","title":{"rendered":"\u5982\u4f55\u52a0\u901fpython3"},"content":{"rendered":"

\"\u5982\u4f55\u52a0\u901fpython3\"<\/p>\n

\u8981\u52a0\u901fPython 3\u7a0b\u5e8f\uff0c\u53ef\u4ee5\u91c7\u7528\u591a\u79cd\u65b9\u6cd5\uff0c\u5305\u62ec\uff1a\u4f7f\u7528\u66f4\u9ad8\u6548\u7684\u6570\u636e\u7ed3\u6784\u3001\u5229\u7528\u591a\u7ebf\u7a0b\u548c\u591a\u8fdb\u7a0b\u3001\u4f7f\u7528Cython\u6216Numba\u8fdb\u884c\u7f16\u8bd1\u3001\u4f18\u5316\u7b97\u6cd5\u590d\u6742\u5ea6<\/strong>\u3002\u5176\u4e2d\uff0c\u4f18\u5316\u7b97\u6cd5\u590d\u6742\u5ea6\u662f\u63d0\u9ad8\u7a0b\u5e8f\u6027\u80fd\u7684\u4e00\u4e2a\u91cd\u8981\u65b9\u9762\u3002\u901a\u8fc7\u5206\u6790\u7b97\u6cd5\u7684\u65f6\u95f4\u590d\u6742\u5ea6\u548c\u7a7a\u95f4\u590d\u6742\u5ea6\uff0c\u53ef\u4ee5\u627e\u5230\u7a0b\u5e8f\u7684\u74f6\u9888\uff0c\u7136\u540e\u6539\u8fdb\u7b97\u6cd5\uff0c\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u8ba1\u7b97\u6b65\u9aa4\u548c\u5185\u5b58\u4f7f\u7528\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4e00\u4e2a\u7a0b\u5e8f\u7684\u65f6\u95f4\u590d\u6742\u5ea6\u662fO(n^2)\uff0c\u90a3\u4e48\u901a\u8fc7\u4f18\u5316\u7b97\u6cd5\u53ef\u80fd\u53ef\u4ee5\u5c06\u5176\u964d\u4f4e\u5230O(n log n)\uff0c\u4ece\u800c\u663e\u8457\u63d0\u9ad8\u7a0b\u5e8f\u7684\u8fd0\u884c\u901f\u5ea6\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u8be6\u7ec6\u63a2\u8ba8\u8fd9\u4e9b\u65b9\u6cd5\u3002<\/p>\n<\/p>\n

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\u4e8c\u3001\u5229\u7528\u591a\u7ebf\u7a0b\u548c\u591a\u8fdb\u7a0b<\/p>\n<\/p>\n

Python\u4e2d\u7684\u5168\u5c40\u89e3\u91ca\u5668\u9501\uff08GIL\uff09\u9650\u5236\u4e86\u591a\u7ebf\u7a0b\u7684\u5e76\u884c\u6267\u884c\uff0c\u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u591a\u7ebf\u7a0b\u5728Python\u4e2d\u5b8c\u5168\u65e0\u7528\u3002\u5bf9\u4e8eI\/O\u5bc6\u96c6\u578b\u4efb\u52a1\uff0c\u591a\u7ebf\u7a0b\u53ef\u4ee5\u6709\u6548\u63d0\u9ad8\u7a0b\u5e8f\u7684\u6027\u80fd\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u4efb\u52a1\u901a\u5e38\u4f1a\u88abI\/O\u64cd\u4f5c\u963b\u585e\u3002\u901a\u8fc7\u4f7f\u7528threading<\/code>\u5e93\uff0c\u53ef\u4ee5\u5728\u7b49\u5f85I\/O\u64cd\u4f5c\u5b8c\u6210\u7684\u540c\u65f6\u8fdb\u884c\u5176\u4ed6\u4efb\u52a1\uff0c\u4ece\u800c\u63d0\u9ad8\u7a0b\u5e8f\u7684\u6574\u4f53\u6548\u7387\u3002<\/p>\n<\/p>\n

\u5bf9\u4e8eCPU\u5bc6\u96c6\u578b\u4efb\u52a1\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u591a\u8fdb\u7a0b\u4ee3\u66ff\u591a\u7ebf\u7a0b\u3002Python\u7684multiprocessing<\/code>\u5e93\u5141\u8bb8\u5728\u591a\u4e2a\u8fdb\u7a0b\u4e2d\u5e76\u884c\u6267\u884c\u4efb\u52a1\uff0c\u6bcf\u4e2a\u8fdb\u7a0b\u90fd\u6709\u81ea\u5df1\u7684Python\u89e3\u91ca\u5668\u548cGIL\u3002\u8fd9\u6837\uff0c\u53ef\u4ee5\u5145\u5206\u5229\u7528\u591a\u6838CPU\u7684\u8ba1\u7b97\u80fd\u529b\uff0c\u4ece\u800c\u663e\u8457\u52a0\u901f\u7a0b\u5e8f\u7684\u8fd0\u884c\u3002<\/p>\n<\/p>\n

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Cython\u548cNumba\u662f\u4e24\u4e2a\u5e38\u7528\u7684Python\u7f16\u8bd1\u5668\uff0c\u53ef\u4ee5\u5c06Python\u4ee3\u7801\u7f16\u8bd1\u6210\u66f4\u9ad8\u6548\u7684\u673a\u5668\u7801\u3002Cython\u5141\u8bb8\u5c06Python\u4ee3\u7801\u8f6c\u6362\u4e3aC\u8bed\u8a00\u4ee3\u7801\uff0c\u5e76\u7f16\u8bd1\u4e3a\u5171\u4eab\u5e93\uff0c\u4ece\u800c\u63d0\u9ad8\u4ee3\u7801\u7684\u6267\u884c\u901f\u5ea6\u3002\u901a\u8fc7\u5728Python\u4ee3\u7801\u4e2d\u6dfb\u52a0\u7c7b\u578b\u58f0\u660e\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u4f18\u5316Cython\u7684\u6027\u80fd\u3002<\/p>\n<\/p>\n

Numba\u662f\u4e00\u4e2aJIT\uff08\u5373\u65f6\uff09\u7f16\u8bd1\u5668\uff0c\u53ef\u4ee5\u5728\u8fd0\u884c\u65f6\u5c06Python\u4ee3\u7801\u7f16\u8bd1\u4e3a\u673a\u5668\u7801\u3002Numba\u7279\u522b\u9002\u5408\u7528\u4e8e\u6570\u503c\u8ba1\u7b97\u548c\u79d1\u5b66\u8ba1\u7b97\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u5bf9numpy<\/code>\u6570\u7ec4\u8fdb\u884c\u9ad8\u6548\u7684\u7f16\u8bd1\u3002\u901a\u8fc7\u4f7f\u7528@jit<\/code>\u88c5\u9970\u5668\uff0cNumba\u53ef\u4ee5\u81ea\u52a8\u5c06Python\u51fd\u6570\u7f16\u8bd1\u4e3a\u673a\u5668\u7801\uff0c\u4ece\u800c\u63d0\u9ad8\u6267\u884c\u901f\u5ea6\u3002<\/p>\n<\/p>\n

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\u5728\u8bb8\u591a\u60c5\u51b5\u4e0b\uff0c\u7a0b\u5e8f\u7684\u6027\u80fd\u74f6\u9888\u5e76\u4e0d\u5728\u4e8e\u5177\u4f53\u7684\u5b9e\u73b0\u7ec6\u8282\uff0c\u800c\u5728\u4e8e\u6240\u4f7f\u7528\u7684\u7b97\u6cd5\u3002\u901a\u8fc7\u5206\u6790\u7b97\u6cd5\u7684\u65f6\u95f4\u590d\u6742\u5ea6\u548c\u7a7a\u95f4\u590d\u6742\u5ea6\uff0c\u53ef\u4ee5\u627e\u5230\u7a0b\u5e8f\u7684\u74f6\u9888\uff0c\u7136\u540e\u6539\u8fdb\u7b97\u6cd5\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4e00\u4e2a\u7a0b\u5e8f\u7684\u65f6\u95f4\u590d\u6742\u5ea6\u662fO(n^2)\uff0c\u90a3\u4e48\u901a\u8fc7\u4f18\u5316\u7b97\u6cd5\u53ef\u80fd\u53ef\u4ee5\u5c06\u5176\u964d\u4f4e\u5230O(n log n)\uff0c\u4ece\u800c\u663e\u8457\u63d0\u9ad8\u7a0b\u5e8f\u7684\u8fd0\u884c\u901f\u5ea6\u3002<\/p>\n<\/p>\n

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    \n
  1. \n

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  2. \n

    \u5229\u7528\u7f13\u5b58\u548c\u8bb0\u5fc6\u5316<\/strong>\uff1a\u5bf9\u4e8e\u91cd\u590d\u8ba1\u7b97\u7684\u95ee\u9898\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u7f13\u5b58\u6216\u8bb0\u5fc6\u5316\u6280\u672f\u3002\u901a\u8fc7\u5b58\u50a8\u5df2\u7ecf\u8ba1\u7b97\u8fc7\u7684\u7ed3\u679c\uff0c\u53ef\u4ee5\u907f\u514d\u91cd\u590d\u8ba1\u7b97\uff0c\u4ece\u800c\u63d0\u9ad8\u7a0b\u5e8f\u7684\u6548\u7387\u3002<\/p>\n<\/p>\n<\/li>\n

  3. \n

    \u5e76\u884c\u5316\u8ba1\u7b97<\/strong>\uff1a\u5bf9\u4e8e\u53ef\u4ee5\u5e76\u884c\u5316\u7684\u95ee\u9898\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u5e76\u884c\u8ba1\u7b97\u6280\u672f\u3002\u901a\u8fc7\u5c06\u4efb\u52a1\u5206\u89e3\u4e3a\u591a\u4e2a\u5b50\u4efb\u52a1\uff0c\u5e76\u5728\u591a\u4e2a\u5904\u7406\u5668\u4e0a\u540c\u65f6\u6267\u884c\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u7a0b\u5e8f\u7684\u6027\u80fd\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n

    \u4e94\u3001\u4f7f\u7528\u9ad8\u6548\u7684\u5e93\u548c\u5de5\u5177<\/p>\n<\/p>\n

    Python\u751f\u6001\u7cfb\u7edf\u4e2d\u6709\u8bb8\u591a\u9ad8\u6548\u7684\u5e93\u548c\u5de5\u5177\uff0c\u53ef\u4ee5\u5e2e\u52a9\u63d0\u9ad8\u7a0b\u5e8f\u7684\u6027\u80fd\u3002\u4f8b\u5982\uff0cnumpy<\/code>\u548cpandas<\/code>\u662f\u4e24\u4e2a\u5e38\u7528\u7684\u79d1\u5b66\u8ba1\u7b97\u5e93\uff0c\u63d0\u4f9b\u4e86\u8bb8\u591a\u4f18\u5316\u7684\u51fd\u6570\uff0c\u53ef\u4ee5\u5bf9\u5927\u89c4\u6a21\u6570\u636e\u8fdb\u884c\u5feb\u901f\u5904\u7406\u3002<\/p>\n<\/p>\n

    \u6b64\u5916\uff0cPython\u8fd8\u63d0\u4f9b\u4e86\u4e00\u4e9b\u5de5\u5177\uff0c\u53ef\u4ee5\u5e2e\u52a9\u5206\u6790\u7a0b\u5e8f\u7684\u6027\u80fd\u74f6\u9888\u3002\u4f8b\u5982\uff0ccProfile<\/code>\u548cline_profiler<\/code>\u662f\u4e24\u4e2a\u5e38\u7528\u7684\u6027\u80fd\u5206\u6790\u5de5\u5177\uff0c\u53ef\u4ee5\u5e2e\u52a9\u627e\u51fa\u7a0b\u5e8f\u4e2d\u8017\u65f6\u7684\u90e8\u5206\uff0c\u7136\u540e\u8fdb\u884c\u4f18\u5316\u3002<\/p>\n<\/p>\n

    \u603b\u7ed3<\/p>\n<\/p>\n

    \u52a0\u901fPython 3\u7a0b\u5e8f\u7684\u65b9\u6cd5\u6709\u5f88\u591a\uff0c\u6bcf\u79cd\u65b9\u6cd5\u90fd\u6709\u5176\u9002\u7528\u7684\u573a\u666f\u548c\u5c40\u9650\u6027\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u9700\u8981\u6839\u636e\u5177\u4f53\u7684\u9700\u6c42\u548c\u95ee\u9898\uff0c\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\u8fdb\u884c\u4f18\u5316\u3002\u540c\u65f6\uff0c\u901a\u8fc7\u4e0d\u65ad\u5b66\u4e60\u548c\u5b9e\u8df5\uff0c\u53ef\u4ee5\u63d0\u9ad8\u7f16\u5199\u9ad8\u6548Python\u4ee3\u7801\u7684\u80fd\u529b\uff0c\u4ece\u800c\u63d0\u9ad8\u7a0b\u5e8f\u7684\u6027\u80fd\u548c\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n<\/p>\n

    \u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n

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