{"id":1001703,"date":"2024-12-27T10:02:33","date_gmt":"2024-12-27T02:02:33","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1001703.html"},"modified":"2024-12-27T10:02:39","modified_gmt":"2024-12-27T02:02:39","slug":"python%e5%a6%82%e4%bd%95%e6%8f%90%e5%8d%87%e8%bf%90%e7%ae%97%e9%80%9f%e5%ba%a6","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1001703.html","title":{"rendered":"python\u5982\u4f55\u63d0\u5347\u8fd0\u7b97\u901f\u5ea6"},"content":{"rendered":"

\"python\u5982\u4f55\u63d0\u5347\u8fd0\u7b97\u901f\u5ea6\"<\/p>\n

Python\u63d0\u5347\u8fd0\u7b97\u901f\u5ea6\u7684\u4e3b\u8981\u65b9\u6cd5\u5305\u62ec\uff1a\u4f7f\u7528\u66f4\u9ad8\u6548\u7684\u6570\u636e\u7ed3\u6784\u3001\u9009\u62e9\u5408\u9002\u7684\u7b97\u6cd5\u3001\u5229\u7528Python\u5185\u7f6e\u6a21\u5757\u3001\u4f7f\u7528Cython\u6216Numba\u8fdb\u884c\u7f16\u8bd1\u3001\u5e76\u884c\u5316\u8ba1\u7b97\u3001\u4f18\u5316\u5185\u5b58\u7ba1\u7406\u3002<\/strong>\u5176\u4e2d\uff0c\u9009\u62e9\u5408\u9002\u7684\u7b97\u6cd5\u662f\u4e00\u4e2a\u5173\u952e\u56e0\u7d20\uff0c\u56e0\u4e3a\u7b97\u6cd5\u7684\u9009\u62e9\u5bf9\u7a0b\u5e8f\u7684\u6548\u7387\u6709\u7740\u76f4\u63a5\u7684\u5f71\u54cd\u3002\u901a\u8fc7\u9009\u62e9\u590d\u6742\u5ea6\u66f4\u4f4e\u7684\u7b97\u6cd5\uff0c\u53ef\u4ee5\u663e\u8457\u51cf\u5c11\u8fd0\u884c\u65f6\u95f4\u3002\u4f8b\u5982\uff0c\u5728\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u65f6\uff0c\u9009\u62e9\u5feb\u901f\u6392\u5e8f\uff08O(n log n)\uff09\u800c\u975e\u5192\u6ce1\u6392\u5e8f\uff08O(n^2)\uff09\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u6548\u7387\u3002<\/p>\n<\/p>\n

\u63a5\u4e0b\u6765\uff0c\u5c06\u8be6\u7ec6\u63a2\u8ba8\u5982\u4f55\u901a\u8fc7\u8fd9\u4e9b\u65b9\u6cd5\u6765\u63d0\u5347Python\u7684\u8fd0\u7b97\u901f\u5ea6\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u4f7f\u7528\u66f4\u9ad8\u6548\u7684\u6570\u636e\u7ed3\u6784<\/h3>\n<\/p>\n

\u4f7f\u7528\u5408\u9002\u7684\u6570\u636e\u7ed3\u6784\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u7a0b\u5e8f\u7684\u8fd0\u884c\u6548\u7387\u3002Python\u4e2d\u6709\u591a\u79cd\u6570\u636e\u7ed3\u6784\u53ef\u4f9b\u9009\u62e9\uff0c\u5982\u5217\u8868\u3001\u5143\u7ec4\u3001\u96c6\u5408\u548c\u5b57\u5178\u7b49\u3002<\/p>\n<\/p>\n

    \n
  1. \n

    \u5217\u8868\u4e0e\u5143\u7ec4\uff1a<\/strong>
    \u5217\u8868\u662fPython\u4e2d\u5e38\u7528\u7684\u6570\u636e\u7ed3\u6784\uff0c\u4f46\u5728\u9700\u8981\u5904\u7406\u5927\u91cf\u6570\u636e\u65f6\uff0c\u5143\u7ec4\u53ef\u80fd\u662f\u66f4\u597d\u7684\u9009\u62e9\u3002\u5143\u7ec4\u662f\u4e0d\u53ef\u53d8\u7684\uff0c\u901a\u5e38\u6bd4\u5217\u8868\u66f4\u5feb\uff0c\u5c24\u5176\u662f\u5728\u9700\u8981\u9891\u7e41\u8bfb\u53d6\u6570\u636e\u800c\u4e0d\u8fdb\u884c\u4fee\u6539\u7684\u60c5\u51b5\u4e0b\u3002<\/p>\n<\/p>\n<\/li>\n

  2. \n

    \u96c6\u5408\u4e0e\u5b57\u5178\uff1a<\/strong>
    \u96c6\u5408\u548c\u5b57\u5178\u63d0\u4f9b\u4e86O(1)\u7684\u67e5\u627e\u65f6\u95f4\u590d\u6742\u5ea6\uff0c\u56e0\u6b64\u5728\u9700\u8981\u9891\u7e41\u67e5\u627e\u5143\u7d20\u7684\u573a\u666f\u4e2d\uff0c\u5b83\u4eec\u662f\u975e\u5e38\u9ad8\u6548\u7684\u9009\u62e9\u3002\u4f8b\u5982\uff0c\u5728\u9700\u8981\u68c0\u67e5\u67d0\u4e2a\u5143\u7d20\u662f\u5426\u5b58\u5728\u4e8e\u96c6\u5408\u4e2d\u65f6\uff0c\u96c6\u5408\u7684\u6027\u80fd\u901a\u5e38\u4f18\u4e8e\u5217\u8868\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n

    \u4e8c\u3001\u9009\u62e9\u5408\u9002\u7684\u7b97\u6cd5<\/h3>\n<\/p>\n

    \u9009\u62e9\u5408\u9002\u7684\u7b97\u6cd5\u5bf9\u63d0\u5347\u8fd0\u7b97\u901f\u5ea6\u81f3\u5173\u91cd\u8981\u3002\u4e0d\u540c\u7b97\u6cd5\u7684\u65f6\u95f4\u590d\u6742\u5ea6\u4f1a\u76f4\u63a5\u5f71\u54cd\u7a0b\u5e8f\u7684\u8fd0\u884c\u65f6\u95f4\u3002<\/p>\n<\/p>\n

      \n
    1. \n

      \u6392\u5e8f\u7b97\u6cd5\uff1a<\/strong>
      \u5feb\u901f\u6392\u5e8f\u548c\u5f52\u5e76\u6392\u5e8f\u901a\u5e38\u6bd4\u5192\u6ce1\u6392\u5e8f\u66f4\u9ad8\u6548\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u65f6\u3002\u4e86\u89e3\u6570\u636e\u7684\u7279\u70b9\u5e76\u9009\u62e9\u5408\u9002\u7684\u6392\u5e8f\u7b97\u6cd5\u53ef\u4ee5\u5927\u5927\u63d0\u9ad8\u6548\u7387\u3002<\/p>\n<\/p>\n<\/li>\n

    2. \n

      \u67e5\u627e\u7b97\u6cd5\uff1a<\/strong>
      \u5728\u5904\u7406\u6709\u5e8f\u6570\u636e\u65f6\uff0c\u4e8c\u5206\u67e5\u627e\u6bd4\u7ebf\u6027\u67e5\u627e\u8981\u5feb\u5f97\u591a\uff0c\u65f6\u95f4\u590d\u6742\u5ea6\u4e3aO(log n)\uff0c\u800c\u7ebf\u6027\u67e5\u627e\u4e3aO(n)\u3002<\/p>\n<\/p>\n<\/li>\n

    3. \n

      \u52a8\u6001\u89c4\u5212\uff1a<\/strong>
      \u5728\u89e3\u51b3\u67d0\u4e9b\u4f18\u5316\u95ee\u9898\u65f6\uff0c\u52a8\u6001\u89c4\u5212\u53ef\u4ee5\u6709\u6548\u5730\u51cf\u5c11\u91cd\u590d\u8ba1\u7b97\uff0c\u4ece\u800c\u63d0\u9ad8\u6548\u7387\u3002\u4f8b\u5982\uff0c\u8ba1\u7b97\u6590\u6ce2\u90a3\u5951\u6570\u5217\u65f6\uff0c\u4f7f\u7528\u52a8\u6001\u89c4\u5212\u6bd4\u9012\u5f52\u65b9\u6cd5\u5feb\u5f97\u591a\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n

      \u4e09\u3001\u5229\u7528Python\u5185\u7f6e\u6a21\u5757<\/h3>\n<\/p>\n

      Python\u63d0\u4f9b\u4e86\u8bb8\u591a\u5185\u7f6e\u6a21\u5757\uff0c\u5b83\u4eec\u7ecf\u8fc7\u4f18\u5316\uff0c\u901a\u5e38\u6bd4\u624b\u52a8\u7f16\u5199\u7684\u4ee3\u7801\u8fd0\u884c\u901f\u5ea6\u66f4\u5feb\u3002<\/p>\n<\/p>\n

        \n
      1. \n

        NumPy\uff1a<\/strong>
        NumPy\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u79d1\u5b66\u8ba1\u7b97\u5e93\uff0c\u63d0\u4f9b\u4e86\u9ad8\u6548\u7684\u6570\u7ec4\u548c\u77e9\u9635\u8fd0\u7b97\u529f\u80fd\u3002\u5b83\u5728\u5e95\u5c42\u4f7f\u7528C\u548cFortran\u7f16\u5199\uff0c\u56e0\u6b64\u8fd0\u884c\u901f\u5ea6\u6781\u5feb\u3002\u4f7f\u7528NumPy\u7684\u77e2\u91cf\u5316\u64cd\u4f5c\u53ef\u4ee5\u663e\u8457\u51cf\u5c11\u5faa\u73af\uff0c\u4ece\u800c\u63d0\u9ad8\u6027\u80fd\u3002<\/p>\n<\/p>\n<\/li>\n

      2. \n

        Pandas\uff1a<\/strong>
        Pandas\u662f\u4e00\u4e2a\u6570\u636e\u5206\u6790\u5e93\uff0c\u63d0\u4f9b\u4e86\u9ad8\u6548\u7684\u6570\u636e\u64cd\u4f5c\u548c\u5206\u6790\u529f\u80fd\u3002\u4f7f\u7528Pandas\u7684DataFrame\u548cSeries\u53ef\u4ee5\u65b9\u4fbf\u5730\u8fdb\u884c\u6570\u636e\u5904\u7406\uff0c\u5e76\u4e14\u6027\u80fd\u4f18\u4e8e\u7eafPython\u7684\u64cd\u4f5c\u3002<\/p>\n<\/p>\n<\/li>\n

      3. \n

        itertools\uff1a<\/strong>
        itertools\u6a21\u5757\u63d0\u4f9b\u4e86\u9ad8\u6548\u7684\u8fed\u4ee3\u5668\u51fd\u6570\uff0c\u7528\u4e8e\u521b\u5efa\u9ad8\u6548\u7684\u5faa\u73af\u3002\u5b83\u53ef\u4ee5\u7528\u4e8e\u751f\u6210\u590d\u6742\u7684\u8fed\u4ee3\u5668\uff0c\u4ece\u800c\u51cf\u5c11\u5185\u5b58\u6d88\u8017\u548c\u63d0\u9ad8\u901f\u5ea6\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n

        \u56db\u3001\u4f7f\u7528Cython\u6216Numba\u8fdb\u884c\u7f16\u8bd1<\/h3>\n<\/p>\n

        Python\u662f\u89e3\u91ca\u578b\u8bed\u8a00\uff0c\u901a\u5e38\u6bd4\u7f16\u8bd1\u578b\u8bed\u8a00\u6162\u3002\u901a\u8fc7\u5c06Python\u4ee3\u7801\u7f16\u8bd1\u4e3aC\u6216\u673a\u5668\u7801\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u8fd0\u884c\u901f\u5ea6\u3002<\/p>\n<\/p>\n

          \n
        1. \n

          Cython\uff1a<\/strong>
          Cython\u662f\u4e00\u79cd\u5c06Python\u4ee3\u7801\u8f6c\u5316\u4e3aC\u4ee3\u7801\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u7a0b\u5e8f\u7684\u6267\u884c\u901f\u5ea6\u3002\u901a\u8fc7\u5728Python\u4e2d\u6dfb\u52a0\u7c7b\u578b\u58f0\u660e\uff0cCython\u53ef\u4ee5\u5c06Python\u4ee3\u7801\u7f16\u8bd1\u4e3a\u9ad8\u6548\u7684C\u4ee3\u7801\u3002<\/p>\n<\/p>\n<\/li>\n

        2. \n

          Numba\uff1a<\/strong>
          Numba\u662f\u4e00\u4e2aJIT\uff08\u5373\u65f6\u7f16\u8bd1\u5668\uff09\u7f16\u8bd1\u5668\uff0c\u53ef\u4ee5\u5c06Python\u4ee3\u7801\u7f16\u8bd1\u4e3a\u673a\u5668\u7801\u3002\u5b83\u7279\u522b\u9002\u5408\u7528\u4e8e\u6570\u503c\u8ba1\u7b97\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8NumPy\u6570\u7ec4\u8fd0\u7b97\u7684\u901f\u5ea6\u3002\u4f7f\u7528Numba\u88c5\u9970\u5668\u53ef\u4ee5\u8f7b\u677e\u5730\u5c06\u51fd\u6570\u7f16\u8bd1\u4e3a\u9ad8\u6548\u7684\u673a\u5668\u7801\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n

          \u4e94\u3001\u5e76\u884c\u5316\u8ba1\u7b97<\/h3>\n<\/p>\n

          \u5728\u591a\u6838\u5904\u7406\u5668\u73af\u5883\u4e2d\uff0c\u5e76\u884c\u5316\u8ba1\u7b97\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u7a0b\u5e8f\u7684\u8fd0\u884c\u901f\u5ea6\u3002Python\u63d0\u4f9b\u4e86\u591a\u79cd\u5e76\u884c\u5316\u5de5\u5177\uff0c\u5982\u591a\u7ebf\u7a0b\u548c\u591a\u8fdb\u7a0b\u3002<\/p>\n<\/p>\n

            \n
          1. \n

            \u591a\u7ebf\u7a0b\uff1a<\/strong>
            \u7531\u4e8eGIL\uff08\u5168\u5c40\u89e3\u91ca\u5668\u9501\uff09\u7684\u5b58\u5728\uff0c\u591a\u7ebf\u7a0b\u5728Python\u4e2d\u901a\u5e38\u7528\u4e8eI\/O\u5bc6\u96c6\u578b\u4efb\u52a1\uff0c\u800c\u4e0d\u662fCPU\u5bc6\u96c6\u578b\u4efb\u52a1\u3002\u5728\u5904\u7406\u6587\u4ef6\u8bfb\u5199\u3001\u7f51\u7edc\u8bf7\u6c42\u7b49I\/O\u64cd\u4f5c\u65f6\uff0c\u591a\u7ebf\u7a0b\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u6548\u7387\u3002<\/p>\n<\/p>\n<\/li>\n

          2. \n

            \u591a\u8fdb\u7a0b\uff1a<\/strong>
            \u5bf9\u4e8eCPU\u5bc6\u96c6\u578b\u4efb\u52a1\uff0c\u591a\u8fdb\u7a0b\u662f\u66f4\u597d\u7684\u9009\u62e9\u3002Python\u7684multiprocessing\u6a21\u5757\u53ef\u4ee5\u521b\u5efa\u591a\u4e2a\u8fdb\u7a0b\u5e76\u884c\u6267\u884c\u4efb\u52a1\uff0c\u4ece\u800c\u5145\u5206\u5229\u7528\u591a\u6838CPU\u7684\u6027\u80fd\u3002<\/p>\n<\/p>\n<\/li>\n

          3. \n

            \u5e76\u884c\u5e93\uff1a<\/strong>
            \u8bf8\u5982Dask\u548cJoblib\u7b49\u5e93\u53ef\u4ee5\u5e2e\u52a9\u7b80\u5316\u5e76\u884c\u5316\u8ba1\u7b97\u7684\u5b9e\u73b0\u3002Dask\u7528\u4e8e\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff0c\u800cJoblib\u5219\u9002\u5408\u7528\u4e8e\u5e76\u884c\u5316\u6570\u503c\u8ba1\u7b97\u548c\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n

            \u516d\u3001\u4f18\u5316\u5185\u5b58\u7ba1\u7406<\/h3>\n<\/p>\n

            \u5185\u5b58\u7ba1\u7406\u5bf9\u7a0b\u5e8f\u7684\u6548\u7387\u6709\u7740\u663e\u8457\u5f71\u54cd\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u65f6\u3002<\/p>\n<\/p>\n

              \n
            1. \n

              \u907f\u514d\u4e0d\u5fc5\u8981\u7684\u5bf9\u8c61\u521b\u5efa\uff1a<\/strong>
              \u5728Python\u4e2d\uff0c\u9891\u7e41\u521b\u5efa\u548c\u9500\u6bc1\u5bf9\u8c61\u4f1a\u5bfc\u81f4\u5185\u5b58\u5f00\u9500\u589e\u52a0\uff0c\u4ece\u800c\u5f71\u54cd\u7a0b\u5e8f\u6027\u80fd\u3002\u901a\u8fc7\u91cd\u7528\u5bf9\u8c61\u548c\u4f7f\u7528\u751f\u6210\u5668\uff0c\u53ef\u4ee5\u51cf\u5c11\u5185\u5b58\u5360\u7528\u5e76\u63d0\u9ad8\u6548\u7387\u3002<\/p>\n<\/p>\n<\/li>\n

            2. \n

              \u4f7f\u7528\u751f\u6210\u5668\uff1a<\/strong>
              \u751f\u6210\u5668\u662fPython\u4e2d\u7528\u4e8e\u60f0\u6027\u8ba1\u7b97\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u8282\u7701\u5185\u5b58\u3002\u76f8\u6bd4\u4e8e\u5217\u8868\uff0c\u751f\u6210\u5668\u53ea\u5728\u9700\u8981\u65f6\u624d\u751f\u6210\u5143\u7d20\uff0c\u4ece\u800c\u51cf\u5c11\u5185\u5b58\u4f7f\u7528\u3002<\/p>\n<\/p>\n<\/li>\n

            3. \n

              \u5185\u5b58\u5206\u6790\u5de5\u5177\uff1a<\/strong>
              \u4f7f\u7528\u5185\u5b58\u5206\u6790\u5de5\u5177\uff08\u5982memory_profiler\uff09\u53ef\u4ee5\u5e2e\u52a9\u8bc6\u522b\u5185\u5b58\u4f7f\u7528\u7684\u74f6\u9888\uff0c\u4ece\u800c\u8fdb\u884c\u9488\u5bf9\u6027\u7684\u4f18\u5316\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n

              \u4e03\u3001\u603b\u7ed3<\/h3>\n<\/p>\n

              \u901a\u8fc7\u9009\u62e9\u5408\u9002\u7684\u6570\u636e\u7ed3\u6784\u548c\u7b97\u6cd5\u3001\u5229\u7528\u5185\u7f6e\u6a21\u5757\u3001\u7f16\u8bd1\u4ee3\u7801\u3001\u5e76\u884c\u5316\u8ba1\u7b97\u4ee5\u53ca\u4f18\u5316\u5185\u5b58\u7ba1\u7406\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8Python\u7a0b\u5e8f\u7684\u8fd0\u7b97\u901f\u5ea6\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u548c\u95ee\u9898\u7279\u70b9\u9009\u62e9\u5408\u9002\u7684\u4f18\u5316\u7b56\u7565\uff0c\u4ece\u800c\u8fbe\u5230\u6700\u4f73\u7684\u6027\u80fd\u63d0\u5347\u6548\u679c\u3002\u6301\u7eed\u5173\u6ce8Python\u793e\u533a\u7684\u65b0\u6280\u672f\u548c\u5de5\u5177\uff0c\u4e5f\u80fd\u5e2e\u52a9\u5f00\u53d1\u8005\u4e0d\u65ad\u4f18\u5316\u548c\u6539\u8fdb\u7a0b\u5e8f\u6027\u80fd\u3002<\/p>\n<\/p>\n

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

              \u5982\u4f55\u9009\u62e9\u5408\u9002\u7684\u6570\u636e\u7ed3\u6784\u6765\u63d0\u5347Python\u8fd0\u7b97\u901f\u5ea6\uff1f<\/strong>
              \u9009\u62e9\u5408\u9002\u7684\u6570\u636e\u7ed3\u6784\u5bf9\u4e8e\u63d0\u9ad8Python\u8fd0\u7b97\u901f\u5ea6\u81f3\u5173\u91cd\u8981\u3002\u4f8b\u5982\uff0c\u4f7f\u7528\u5217\u8868\u53ef\u4ee5\u65b9\u4fbf\u5730\u8fdb\u884c\u6570\u636e\u5b58\u50a8\u548c\u8bbf\u95ee\uff0c\u4f46\u5728\u5904\u7406\u5927\u91cf\u6570\u636e\u65f6\uff0c\u5b57\u5178\u6216\u96c6\u5408\u53ef\u80fd\u4f1a\u63d0\u4f9b\u66f4\u5feb\u7684\u67e5\u627e\u6027\u80fd\u3002\u4e86\u89e3\u4e0d\u540c\u6570\u636e\u7ed3\u6784\u7684\u7279\u70b9\u548c\u9002\u7528\u573a\u666f\uff0c\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u7f16\u5199\u4ee3\u7801\u65f6\u505a\u51fa\u660e\u667a\u7684\u9009\u62e9\uff0c\u4ece\u800c\u63d0\u5347\u6574\u4f53\u6548\u7387\u3002<\/p>\n

              \u54ea\u4e9bPython\u5e93\u53ef\u4ee5\u5e2e\u52a9\u4f18\u5316\u8fd0\u7b97\u901f\u5ea6\uff1f<\/strong>
              \u6709\u8bb8\u591aPython\u5e93\u53ef\u7528\u4e8e\u4f18\u5316\u8fd0\u7b97\u901f\u5ea6\u3002\u4f8b\u5982\uff0cNumPy\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u5e93\uff0c\u4e13\u6ce8\u4e8e\u9ad8\u6548\u7684\u6570\u503c\u8ba1\u7b97\uff0c\u7279\u522b\u662f\u5728\u5904\u7406\u5927\u578b\u6570\u7ec4\u548c\u77e9\u9635\u65f6\u3002\u53e6\u4e00\u4e2a\u6d41\u884c\u7684\u5e93\u662fCython\uff0c\u5b83\u5141\u8bb8\u5f00\u53d1\u8005\u5c06Python\u4ee3\u7801\u7f16\u8bd1\u4e3aC\uff0c\u4ece\u800c\u663e\u8457\u63d0\u9ad8\u6267\u884c\u901f\u5ea6\u3002\u6b64\u5916\uff0c\u4f7f\u7528\u591a\u7ebf\u7a0b\u548c\u591a\u8fdb\u7a0b\u5e93\uff08\u5982concurrent.futures\uff09\u4e5f\u53ef\u4ee5\u5e2e\u52a9\u63d0\u5347\u7a0b\u5e8f\u7684\u6027\u80fd\uff0c\u5c24\u5176\u662f\u5728\u9700\u8981\u8fdb\u884c\u5927\u91cfI\/O\u64cd\u4f5c\u7684\u573a\u666f\u4e0b\u3002<\/p>\n

              \u5982\u4f55\u4f7f\u7528\u5e76\u884c\u5904\u7406\u6765\u63d0\u5347Python\u7684\u8fd0\u7b97\u901f\u5ea6\uff1f<\/strong>
              \u5e76\u884c\u5904\u7406\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8Python\u7a0b\u5e8f\u7684\u8fd0\u7b97\u901f\u5ea6\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u8ba1\u7b97\u5bc6\u96c6\u578b\u4efb\u52a1\u65f6\u3002\u901a\u8fc7\u4f7f\u7528multiprocessing\u5e93\uff0c\u53ef\u4ee5\u5c06\u4efb\u52a1\u5206\u914d\u5230\u591a\u4e2a\u8fdb\u7a0b\u4e2d\uff0c\u4ece\u800c\u5145\u5206\u5229\u7528\u591a\u6838CPU\u7684\u4f18\u52bf\u3002\u6b64\u5916\uff0c\u4f7f\u7528\u5f02\u6b65\u7f16\u7a0b\uff08\u5982asyncio\uff09\u4e5f\u53ef\u4ee5\u63d0\u5347\u5904\u7406\u6548\u7387\uff0c\u7279\u522b\u662f\u5728\u8fdb\u884c\u7f51\u7edc\u8bf7\u6c42\u6216\u6587\u4ef6\u64cd\u4f5c\u65f6\u3002\u638c\u63e1\u8fd9\u4e9b\u6280\u672f\uff0c\u80fd\u591f\u6709\u6548\u63d0\u5347Python\u7a0b\u5e8f\u7684\u54cd\u5e94\u901f\u5ea6\u548c\u5904\u7406\u80fd\u529b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"Python\u63d0\u5347\u8fd0\u7b97\u901f\u5ea6\u7684\u4e3b\u8981\u65b9\u6cd5\u5305\u62ec\uff1a\u4f7f\u7528\u66f4\u9ad8\u6548\u7684\u6570\u636e\u7ed3\u6784\u3001\u9009\u62e9\u5408\u9002\u7684\u7b97\u6cd5\u3001\u5229\u7528Python\u5185\u7f6e\u6a21\u5757\u3001\u4f7f\u7528C […]","protected":false},"author":3,"featured_media":1001726,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1001703"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=1001703"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1001703\/revisions"}],"predecessor-version":[{"id":1001732,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1001703\/revisions\/1001732"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/1001726"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=1001703"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=1001703"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=1001703"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}