{"id":952699,"date":"2024-12-27T01:35:23","date_gmt":"2024-12-26T17:35:23","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/952699.html"},"modified":"2024-12-27T01:35:25","modified_gmt":"2024-12-26T17:35:25","slug":"python-%e6%89%a7%e8%a1%8c%e6%95%88%e7%8e%87%e5%a6%82%e4%bd%95","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/952699.html","title":{"rendered":"python \u6267\u884c\u6548\u7387\u5982\u4f55"},"content":{"rendered":"

\"python<\/p>\n

Python\u6267\u884c\u6548\u7387\u76f8\u5bf9\u8f83\u4f4e\u3001\u53d7\u89e3\u91ca\u578b\u8bed\u8a00\u7279\u6027\u9650\u5236\u3001\u9002\u5408\u5f00\u53d1\u901f\u5ea6\u8981\u6c42\u9ad8\u7684\u9879\u76ee<\/strong>\u3002Python\u662f\u4e00\u79cd\u89e3\u91ca\u578b\u8bed\u8a00\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u7684\u4ee3\u7801\u9700\u8981\u901a\u8fc7\u89e3\u91ca\u5668\u9010\u884c\u6267\u884c\uff0c\u800c\u4e0d\u662f\u4e8b\u5148\u7f16\u8bd1\u6210\u673a\u5668\u7801\u3002\u8fd9\u79cd\u7279\u6027\u4f7f\u5f97Python\u7684\u6267\u884c\u6548\u7387\u76f8\u5bf9\u4e8e\u7f16\u8bd1\u578b\u8bed\u8a00\uff08\u5982C++\u3001Java\u7b49\uff09\u800c\u8a00\u8f83\u4f4e\u3002\u7136\u800c\uff0cPython\u5728\u5f00\u53d1\u901f\u5ea6\u3001\u4ee3\u7801\u53ef\u8bfb\u6027\u548c\u793e\u533a\u652f\u6301\u65b9\u9762\u5177\u6709\u663e\u8457\u4f18\u52bf\uff0c\u4f7f\u5176\u6210\u4e3a\u8bb8\u591a\u5f00\u53d1\u8005\u7684\u9996\u9009\u3002\u4ee5\u4e0b\u5c06\u8be6\u7ec6\u63a2\u8ba8Python\u6267\u884c\u6548\u7387\u7684\u51e0\u4e2a\u4e3b\u8981\u56e0\u7d20\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u89e3\u91ca\u578b\u8bed\u8a00\u7684\u7279\u6027<\/h3>\n<\/p>\n

Python\u662f\u4e00\u79cd\u89e3\u91ca\u578b\u8bed\u8a00\uff0c\u5176\u4ee3\u7801\u5728\u8fd0\u884c\u65f6\u901a\u8fc7\u89e3\u91ca\u5668\u9010\u884c\u6267\u884c\u3002\u8fd9\u79cd\u7279\u6027\u867d\u7136\u4f7fPython\u5177\u6709\u5f88\u9ad8\u7684\u7075\u6d3b\u6027\u548c\u6613\u7528\u6027\uff0c\u4f46\u4e5f\u9650\u5236\u4e86\u5176\u6267\u884c\u6548\u7387\u3002\u89e3\u91ca\u578b\u8bed\u8a00\u901a\u5e38\u9700\u8981\u5728\u8fd0\u884c\u65f6\u8fdb\u884c\u8bed\u6cd5\u89e3\u6790\u548c\u9519\u8bef\u68c0\u67e5\uff0c\u8fd9\u4f1a\u589e\u52a0\u7a0b\u5e8f\u7684\u6267\u884c\u65f6\u95f4\u3002<\/p>\n<\/p>\n

1\u3001\u52a8\u6001\u7c7b\u578b\u7cfb\u7edf<\/h4>\n<\/p>\n

Python\u7684\u52a8\u6001\u7c7b\u578b\u7cfb\u7edf\u5141\u8bb8\u53d8\u91cf\u5728\u8fd0\u884c\u65f6\u6539\u53d8\u7c7b\u578b\uff0c\u8fd9\u63d0\u4f9b\u4e86\u5f88\u5927\u7684\u7075\u6d3b\u6027\uff0c\u4f46\u4e5f\u589e\u52a0\u4e86\u8fd0\u884c\u65f6\u7684\u8d1f\u62c5\u3002\u6bcf\u6b21\u64cd\u4f5c\u53d8\u91cf\u65f6\uff0cPython\u89e3\u91ca\u5668\u9700\u8981\u68c0\u67e5\u53d8\u91cf\u7684\u7c7b\u578b\uff0c\u4ee5\u786e\u4fdd\u64cd\u4f5c\u7684\u5408\u6cd5\u6027\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u9759\u6001\u7c7b\u578b\u8bed\u8a00\u53ef\u4ee5\u5728\u7f16\u8bd1\u65f6\u5b8c\u6210\u8fd9\u4e9b\u68c0\u67e5\uff0c\u4ece\u800c\u63d0\u9ad8\u8fd0\u884c\u6548\u7387\u3002<\/p>\n<\/p>\n

2\u3001\u5185\u5b58\u7ba1\u7406\u673a\u5236<\/h4>\n<\/p>\n

Python\u4f7f\u7528\u81ea\u52a8\u5185\u5b58\u7ba1\u7406\uff08\u5783\u573e\u56de\u6536\uff09\u673a\u5236\uff0c\u8fd9\u51cf\u5c11\u4e86\u5f00\u53d1\u8005\u624b\u52a8\u7ba1\u7406\u5185\u5b58\u7684\u8d1f\u62c5\uff0c\u4f46\u4e5f\u53ef\u80fd\u5bfc\u81f4\u6027\u80fd\u95ee\u9898\u3002\u5783\u573e\u56de\u6536\u7684\u8fc7\u7a0b\u4f1a\u5728\u7a0b\u5e8f\u8fd0\u884c\u65f6\u4e0d\u5b9a\u671f\u5730\u6267\u884c\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u7a0b\u5e8f\u7684\u6027\u80fd\u6ce2\u52a8\u3002<\/p>\n<\/p>\n

\u4e8c\u3001\u5f71\u54cd\u6267\u884c\u6548\u7387\u7684\u56e0\u7d20<\/h3>\n<\/p>\n

Python\u7684\u6267\u884c\u6548\u7387\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u5176\u8bed\u8a00\u7279\u6027\uff0c\u8fd8\u53d7\u5230\u5176\u4ed6\u591a\u79cd\u56e0\u7d20\u7684\u5f71\u54cd\uff0c\u5982\u4ee3\u7801\u7ed3\u6784\u3001\u7b97\u6cd5\u9009\u62e9\u3001\u6a21\u5757\u4f7f\u7528\u7b49\u3002<\/p>\n<\/p>\n

1\u3001\u4ee3\u7801\u7ed3\u6784\u4e0e\u6548\u7387<\/h4>\n<\/p>\n

\u826f\u597d\u7684\u4ee3\u7801\u7ed3\u6784\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u7a0b\u5e8f\u7684\u6267\u884c\u6548\u7387\u3002Python\u652f\u6301\u591a\u79cd\u7f16\u7a0b\u8303\u5f0f\uff0c\u5305\u62ec\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u3001\u51fd\u6570\u5f0f\u7f16\u7a0b\u7b49\u3002\u9009\u62e9\u5408\u9002\u7684\u7f16\u7a0b\u8303\u5f0f\u548c\u6570\u636e\u7ed3\u6784\u80fd\u591f\u63d0\u5347\u4ee3\u7801\u7684\u6267\u884c\u6548\u7387\u3002\u4f8b\u5982\uff0c\u4f7f\u7528\u751f\u6210\u5668\u66ff\u4ee3\u5217\u8868\u53ef\u4ee5\u8282\u7701\u5185\u5b58\u5f00\u9500\uff0c\u4ece\u800c\u63d0\u9ad8\u8fd0\u884c\u6548\u7387\u3002<\/p>\n<\/p>\n

2\u3001\u7b97\u6cd5\u9009\u62e9<\/h4>\n<\/p>\n

\u7b97\u6cd5\u7684\u9009\u62e9\u5bf9\u7a0b\u5e8f\u7684\u6027\u80fd\u6709\u76f4\u63a5\u5f71\u54cd\u3002\u9ad8\u6548\u7684\u7b97\u6cd5\u53ef\u4ee5\u5728\u4e0d\u589e\u52a0\u786c\u4ef6\u8d44\u6e90\u7684\u60c5\u51b5\u4e0b\u663e\u8457\u63d0\u5347\u7a0b\u5e8f\u7684\u6267\u884c\u901f\u5ea6\u3002\u5728Python\u4e2d\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5229\u7528\u4e30\u5bcc\u7684\u5185\u7f6e\u5e93\u548c\u7b2c\u4e09\u65b9\u5e93\u6765\u5b9e\u73b0\u9ad8\u6548\u7684\u7b97\u6cd5\u3002<\/p>\n<\/p>\n

3\u3001\u6a21\u5757\u4e0e\u5e93\u7684\u4f7f\u7528<\/h4>\n<\/p>\n

Python\u751f\u6001\u7cfb\u7edf\u4e2d\u6709\u4f17\u591a\u7684\u6a21\u5757\u548c\u5e93\uff0c\u5982NumPy\u3001Pandas\u7b49\uff0c\u8fd9\u4e9b\u5e93\u901a\u5e38\u662f\u7528C\u6216C++\u7f16\u5199\u7684\uff0c\u5177\u6709\u5f88\u9ad8\u7684\u6267\u884c\u6548\u7387\u3002\u5408\u7406\u4f7f\u7528\u8fd9\u4e9b\u5e93\u53ef\u4ee5\u5f25\u8865Python\u672c\u8eab\u7684\u6027\u80fd\u4e0d\u8db3\u3002\u4f8b\u5982\uff0c\u5728\u6570\u503c\u8ba1\u7b97\u4e2d\uff0c\u4f7f\u7528NumPy\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u8ba1\u7b97\u901f\u5ea6\u3002<\/p>\n<\/p>\n

\u4e09\u3001\u4f18\u5316Python\u6267\u884c\u6548\u7387\u7684\u65b9\u6cd5<\/h3>\n<\/p>\n

\u5c3d\u7ba1Python\u7684\u6267\u884c\u6548\u7387\u76f8\u5bf9\u8f83\u4f4e\uff0c\u4f46\u901a\u8fc7\u4e00\u4e9b\u4f18\u5316\u7b56\u7565\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8Python\u7a0b\u5e8f\u7684\u6027\u80fd\u3002<\/p>\n<\/p>\n

1\u3001\u4f7f\u7528Cython\u6216PyPy<\/h4>\n<\/p>\n

Cython\u662fPython\u7684\u8d85\u96c6\uff0c\u53ef\u4ee5\u5c06Python\u4ee3\u7801\u7f16\u8bd1\u6210C\u4ee3\u7801\uff0c\u4ece\u800c\u63d0\u9ad8\u6267\u884c\u6548\u7387\u3002PyPy\u662fPython\u7684\u4e00\u4e2a\u9ad8\u6027\u80fd\u5b9e\u73b0\uff0c\u901a\u8fc7JIT\uff08Just-In-Time\uff09\u7f16\u8bd1\u6280\u672f\u63d0\u9ad8\u4e86Python\u7684\u6267\u884c\u901f\u5ea6\u3002\u4f7f\u7528Cython\u6216PyPy\u53ef\u4ee5\u5728\u4e0d\u6539\u53d8\u4ee3\u7801\u7ed3\u6784\u7684\u60c5\u51b5\u4e0b\uff0c\u663e\u8457\u63d0\u9ad8Python\u7a0b\u5e8f\u7684\u6027\u80fd\u3002<\/p>\n<\/p>\n

2\u3001\u4ee3\u7801\u4f18\u5316\u4e0e\u6027\u80fd\u5206\u6790<\/h4>\n<\/p>\n

\u901a\u8fc7\u6027\u80fd\u5206\u6790\u5de5\u5177\uff08\u5982cProfile\u3001line_profiler\uff09\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u8bc6\u522b\u7a0b\u5e8f\u4e2d\u7684\u6027\u80fd\u74f6\u9888\uff0c\u5e76\u8fdb\u884c\u9488\u5bf9\u6027\u7684\u4f18\u5316\u3002\u4f8b\u5982\uff0c\u4f18\u5316\u5faa\u73af\u7ed3\u6784\u3001\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u8ba1\u7b97\u7b49\u3002\u5bf9\u4e8e\u6027\u80fd\u8981\u6c42\u8f83\u9ad8\u7684\u90e8\u5206\uff0c\u53ef\u4ee5\u8003\u8651\u7528C\/C++\u7f16\u5199\uff0c\u5e76\u901a\u8fc7Python\u7684\u6269\u5c55\u673a\u5236\u8fdb\u884c\u8c03\u7528\u3002<\/p>\n<\/p>\n

3\u3001\u591a\u7ebf\u7a0b\u4e0e\u591a\u8fdb\u7a0b<\/h4>\n<\/p>\n

Python\u7684\u5168\u5c40\u89e3\u91ca\u5668\u9501\uff08GIL\uff09\u9650\u5236\u4e86\u591a\u7ebf\u7a0b\u7684\u6027\u80fd\uff0c\u4f46\u5728I\/O\u5bc6\u96c6\u578b\u4efb\u52a1\u4e2d\uff0c\u591a\u7ebf\u7a0b\u4ecd\u80fd\u63d0\u9ad8\u6548\u7387\u3002\u5bf9\u4e8eCPU\u5bc6\u96c6\u578b\u4efb\u52a1\uff0c\u53ef\u4ee5\u4f7f\u7528\u591a\u8fdb\u7a0b\u6a21\u5757\uff08\u5982multiprocessing\uff09\u6765\u5b9e\u73b0\u5e76\u884c\u8ba1\u7b97\uff0c\u4ece\u800c\u63d0\u9ad8\u6267\u884c\u6548\u7387\u3002<\/p>\n<\/p>\n

\u56db\u3001Python\u7684\u5e94\u7528\u573a\u666f\u53ca\u5176\u6548\u7387\u8868\u73b0<\/h3>\n<\/p>\n

\u5c3d\u7ba1Python\u5728\u6267\u884c\u6548\u7387\u65b9\u9762\u5b58\u5728\u4e00\u5b9a\u7684\u5c40\u9650\u6027\uff0c\u4f46\u5728\u8bb8\u591a\u5e94\u7528\u573a\u666f\u4e2d\uff0cPython\u4ecd\u8868\u73b0\u51fa\u8272\uff0c\u7279\u522b\u662f\u5728\u5f00\u53d1\u6548\u7387\u548c\u7075\u6d3b\u6027\u65b9\u9762\u3002<\/p>\n<\/p>\n

1\u3001\u6570\u636e\u79d1\u5b66\u4e0e\u673a\u5668\u5b66\u4e60<\/a><\/h4>\n<\/p>\n

Python\u5728\u6570\u636e\u79d1\u5b66\u548c\u673a\u5668\u5b66\u4e60\u9886\u57df\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\uff0c\u5f97\u76ca\u4e8e\u5176\u4e30\u5bcc\u7684\u5e93\uff08\u5982NumPy\u3001Pandas\u3001Scikit-learn\u3001TensorFlow\u7b49\uff09\u4ee5\u53ca\u5f3a\u5927\u7684\u6570\u636e\u5904\u7406\u80fd\u529b\u3002\u5728\u8fd9\u4e9b\u9886\u57df\uff0cPython\u7684\u5f00\u53d1\u6548\u7387\u548c\u793e\u533a\u652f\u6301\u4f7f\u5176\u6210\u4e3a\u6570\u636e\u79d1\u5b66\u5bb6\u7684\u9996\u9009\u8bed\u8a00\u3002<\/p>\n<\/p>\n

2\u3001Web\u5f00\u53d1<\/h4>\n<\/p>\n

Python\u5728Web\u5f00\u53d1\u4e2d\u4e5f\u975e\u5e38\u53d7\u6b22\u8fce\uff0c\u4e3b\u8981\u5f97\u76ca\u4e8eDjango\u3001Flask\u7b49\u9ad8\u6548\u7684Web\u6846\u67b6\u3002\u8fd9\u4e9b\u6846\u67b6\u63d0\u4f9b\u4e86\u5b8c\u5584\u7684\u529f\u80fd\u548c\u9ad8\u6548\u7684\u5f00\u53d1\u5de5\u5177\uff0c\u4f7f\u5f00\u53d1\u8005\u80fd\u591f\u5feb\u901f\u6784\u5efa\u548c\u90e8\u7f72Web\u5e94\u7528\u3002<\/p>\n<\/p>\n

3\u3001\u81ea\u52a8\u5316\u4e0e\u811a\u672c<\/h4>\n<\/p>\n

Python\u7684\u7b80\u6d01\u8bed\u6cd5\u548c\u5f3a\u5927\u7684\u6807\u51c6\u5e93\u4f7f\u5176\u6210\u4e3a\u81ea\u52a8\u5316\u4efb\u52a1\u548c\u811a\u672c\u7f16\u5199\u7684\u7406\u60f3\u9009\u62e9\u3002\u5c3d\u7ba1\u6267\u884c\u6548\u7387\u4e0d\u662f\u5176\u5f3a\u9879\uff0c\u4f46\u5728\u8fd9\u4e9b\u5e94\u7528\u4e2d\uff0c\u5f00\u53d1\u6548\u7387\u548c\u4ee3\u7801\u53ef\u7ef4\u62a4\u6027\u66f4\u4e3a\u91cd\u8981\u3002<\/p>\n<\/p>\n

\u4e94\u3001\u603b\u7ed3<\/h3>\n<\/p>\n

Python\u7684\u6267\u884c\u6548\u7387\u76f8\u5bf9\u8f83\u4f4e\uff0c\u8fd9\u4e3b\u8981\u6e90\u4e8e\u5176\u89e3\u91ca\u578b\u8bed\u8a00\u7684\u7279\u6027\u548c\u52a8\u6001\u7c7b\u578b\u7cfb\u7edf\u3002\u7136\u800c\uff0c\u901a\u8fc7\u5408\u7406\u7684\u4ee3\u7801\u7ed3\u6784\u3001\u7b97\u6cd5\u9009\u62e9\u3001\u6a21\u5757\u4f7f\u7528\u4ee5\u53ca\u4f18\u5316\u7b56\u7565\uff0cPython\u7a0b\u5e8f\u7684\u6027\u80fd\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u3002\u6b64\u5916\uff0cPython\u5728\u5f00\u53d1\u6548\u7387\u3001\u7075\u6d3b\u6027\u548c\u793e\u533a\u652f\u6301\u65b9\u9762\u5177\u6709\u663e\u8457\u4f18\u52bf\uff0c\u4f7f\u5176\u5728\u6570\u636e\u79d1\u5b66\u3001Web\u5f00\u53d1\u548c\u81ea\u52a8\u5316\u7b49\u9886\u57df\u8868\u73b0\u51fa\u8272\u3002\u5c3d\u7ba1Python\u4e0d\u662f\u6267\u884c\u6548\u7387\u6700\u9ad8\u7684\u8bed\u8a00\uff0c\u4f46\u5728\u8bb8\u591a\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u5176\u7efc\u5408\u8868\u73b0\u4ecd\u7136\u4f18\u4e8e\u5176\u4ed6\u8bed\u8a00\u3002<\/p>\n<\/p>\n

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