{"id":945575,"date":"2024-12-26T23:27:15","date_gmt":"2024-12-26T15:27:15","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/945575.html"},"modified":"2024-12-26T23:27:17","modified_gmt":"2024-12-26T15:27:17","slug":"python%e5%a6%82%e4%bd%95%e9%80%86%e8%a2%ad","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/945575.html","title":{"rendered":"python\u5982\u4f55\u9006\u88ad"},"content":{"rendered":"

\"python\u5982\u4f55\u9006\u88ad\"<\/p>\n

Python\u9006\u88ad\u7684\u5173\u952e\u5728\u4e8e\uff1a\u5e7f\u6cdb\u7684\u5e94\u7528\u9886\u57df\u3001\u5f3a\u5927\u7684\u793e\u533a\u652f\u6301\u3001\u7b80\u5355\u6613\u5b66\u7684\u8bed\u6cd5\u3001\u4e30\u5bcc\u7684\u5e93\u548c\u6846\u67b6\u3001\u4ee5\u53ca\u5176\u4f5c\u4e3a\u6570\u636e\u79d1\u5b66\u548c\u4eba\u5de5\u667a\u80fd<\/a>\u7684\u9996\u9009\u8bed\u8a00\u3002<\/strong>\u5176\u4e2d\uff0c\u7b80\u5355\u6613\u5b66\u7684\u8bed\u6cd5\u662fPython\u9006\u88ad\u7684\u91cd\u8981\u56e0\u7d20\u4e4b\u4e00\u3002Python\u91c7\u7528\u4e86\u9ad8\u5ea6\u53ef\u8bfb\u7684\u4ee3\u7801\u98ce\u683c\uff0c\u7b80\u6d01\u7684\u8bed\u6cd5\u4f7f\u5f97\u5373\u4fbf\u662f\u7f16\u7a0b\u521d\u5b66\u8005\u4e5f\u80fd\u5728\u77ed\u65f6\u95f4\u5185\u4e0a\u624b\u3002\u8fd9\u4e00\u7279\u70b9\u4e0d\u4ec5\u964d\u4f4e\u4e86\u5b66\u4e60\u95e8\u69db\uff0c\u8fd8\u5927\u5927\u63d0\u9ad8\u4e86\u5f00\u53d1\u6548\u7387\uff0c\u4f7f\u5176\u5728\u5404\u4e2a\u9886\u57df\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n<\/p>\n

Python\u7684\u9006\u88ad\u4e0d\u4ec5\u4f53\u73b0\u5728\u5176\u8bed\u6cd5\u7684\u7b80\u6d01\u6027\u4e0a\uff0c\u8fd8\u5728\u4e8e\u5176\u5728\u591a\u4e2a\u9886\u57df\u7684\u5e94\u7528\u5e7f\u6cdb\u6027\u4ee5\u53ca\u5f3a\u5927\u7684\u793e\u533a\u652f\u6301\u3002Python\u7531\u4e8e\u5176\u7b80\u5355\u6613\u5b66\u7684\u8bed\u6cd5\u548c\u5f3a\u5927\u7684\u529f\u80fd\uff0c\u6210\u4e3a\u4e86\u8bb8\u591a\u521d\u5b66\u8005\u548c\u4e13\u4e1a\u4eba\u58eb\u7684\u9996\u9009\u8bed\u8a00\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8Python\u5728\u5404\u4e2a\u65b9\u9762\u7684\u4f18\u52bf\u4ee5\u53ca\u5982\u4f55\u5229\u7528\u8fd9\u4e9b\u4f18\u52bf\u5b9e\u73b0\u9006\u88ad\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u5e7f\u6cdb\u7684\u5e94\u7528\u9886\u57df<\/strong><\/h2>\n

Python\u5df2\u5728\u5404\u4e2a\u9886\u57df\u5c55\u73b0\u51fa\u5176\u5f3a\u5927\u7684\u9002\u5e94\u80fd\u529b\u548c\u5e94\u7528\u6f5c\u529b\u3002\u65e0\u8bba\u662f\u6570\u636e\u79d1\u5b66\u3001\u4eba\u5de5\u667a\u80fd\uff0c\u8fd8\u662f\u7f51\u7edc\u5f00\u53d1\uff0cPython\u90fd\u80fd\u63d0\u4f9b\u5f3a\u6709\u529b\u7684\u652f\u6301\u3002<\/p>\n<\/p>\n

1.1 \u6570\u636e\u79d1\u5b66\u548c\u4eba\u5de5\u667a\u80fd<\/h2>\n<\/p>\n

\u5728\u6570\u636e\u79d1\u5b66\u9886\u57df\uff0cPython\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5e93\uff0c\u5982NumPy\u3001Pandas\u3001Matplotlib\u548cSciPy\uff0c\u8fd9\u4e9b\u5e93\u4f7f\u5f97\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u53d8\u5f97\u7b80\u5355\u9ad8\u6548\u3002\u6b64\u5916\uff0cPython\u8fd8\u662f\u673a\u5668\u5b66\u4e60<\/a>\u548c\u6df1\u5ea6\u5b66\u4e60\u7684\u70ed\u95e8\u8bed\u8a00\uff0cTensorFlow\u3001Keras\u548cPyTorch\u7b49\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u4e3a\u5f00\u53d1\u4eba\u5458\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5de5\u5177\u652f\u6301\u3002<\/p>\n<\/p>\n

1.2 \u7f51\u7edc\u5f00\u53d1<\/h2>\n<\/p>\n

Python\u5728\u7f51\u7edc\u5f00\u53d1\u4e2d\u4e5f\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\u3002Django\u548cFlask\u662f\u4e24\u4e2a\u6d41\u884c\u7684Python\u6846\u67b6\uff0c\u5b83\u4eec\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u5feb\u901f\u6784\u5efa\u5b89\u5168\u3001\u53ef\u6269\u5c55\u7684Web\u5e94\u7528\u3002Django\u63d0\u4f9b\u4e86\u5168\u9762\u7684\u529f\u80fd\u652f\u6301\uff0c\u800cFlask\u5219\u4ee5\u5176\u8f7b\u91cf\u7ea7\u3001\u7075\u6d3b\u6027\u8457\u79f0\u3002<\/p>\n<\/p>\n

\u4e8c\u3001\u5f3a\u5927\u7684\u793e\u533a\u652f\u6301<\/strong><\/h2>\n

Python\u7684\u793e\u533a\u662f\u5176\u53d1\u5c55\u7684\u575a\u5b9e\u540e\u76fe\u3002\u793e\u533a\u7684\u6d3b\u8dc3\u5ea6\u4e0d\u4ec5\u4fc3\u8fdb\u4e86Python\u81ea\u8eab\u7684\u53d1\u5c55\uff0c\u8fd8\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u8d44\u6e90\u548c\u652f\u6301\u3002<\/p>\n<\/p>\n

2.1 \u5f00\u6e90\u793e\u533a<\/h2>\n<\/p>\n

Python\u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u5168\u7403\u5f00\u53d1\u8005\u90fd\u53ef\u4ee5\u4e3a\u5176\u8d21\u732e\u4ee3\u7801\u3002\u8fd9\u79cd\u5f00\u653e\u6027\u786e\u4fdd\u4e86Python\u7684\u6301\u7eed\u6539\u8fdb\u548c\u521b\u65b0\u3002\u6b64\u5916\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5728GitHub\u7b49\u5e73\u53f0\u4e0a\u627e\u5230\u5927\u91cf\u7684Python\u9879\u76ee\u548c\u4ee3\u7801\u793a\u4f8b\uff0c\u4ece\u800c\u8fc5\u901f\u63d0\u9ad8\u81ea\u5df1\u7684\u7f16\u7a0b\u6c34\u5e73\u3002<\/p>\n<\/p>\n

2.2 \u5728\u7ebf\u8d44\u6e90\u4e0e\u8bba\u575b<\/h2>\n<\/p>\n

\u4e92\u8054\u7f51\u4e0a\u6709\u5927\u91cf\u5173\u4e8ePython\u7684\u6559\u7a0b\u3001\u535a\u5ba2\u3001\u89c6\u9891\u548c\u8bba\u575b\u3002\u65e0\u8bba\u662f\u521d\u5b66\u8005\u8fd8\u662f\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5f00\u53d1\u8005\uff0c\u90fd\u53ef\u4ee5\u5728\u8fd9\u4e9b\u8d44\u6e90\u4e2d\u627e\u5230\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6848\u548c\u7075\u611f\u6765\u6e90\u3002\u50cfStack Overflow\u3001Reddit\u7b49\u5e73\u53f0\u4e0a\u90fd\u6709\u6d3b\u8dc3\u7684Python\u793e\u533a\uff0c\u968f\u65f6\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u8005\u89e3\u51b3\u7591\u96be\u95ee\u9898\u3002<\/p>\n<\/p>\n

\u4e09\u3001\u7b80\u5355\u6613\u5b66\u7684\u8bed\u6cd5<\/strong><\/h2>\n

Python\u4ee5\u5176\u7b80\u6d01\u660e\u4e86\u7684\u8bed\u6cd5\u8457\u79f0\uff0c\u4f7f\u5f97\u7f16\u7a0b\u53d8\u5f97\u66f4\u52a0\u76f4\u89c2\u548c\u9ad8\u6548\u3002<\/p>\n<\/p>\n

3.1 \u4f4e\u5b66\u4e60\u95e8\u69db<\/h2>\n<\/p>\n

Python\u7684\u8bed\u6cd5\u63a5\u8fd1\u81ea\u7136\u8bed\u8a00\uff0c\u521d\u5b66\u8005\u53ef\u4ee5\u5728\u77ed\u65f6\u95f4\u5185\u638c\u63e1\u57fa\u672c\u8bed\u6cd5\u5e76\u7f16\u5199\u7b80\u5355\u7684\u7a0b\u5e8f\u3002\u8fd9\u79cd\u4f4e\u5b66\u4e60\u95e8\u69db\u5438\u5f15\u4e86\u5927\u91cf\u975e\u8ba1\u7b97\u673a\u4e13\u4e1a\u4eba\u58eb\uff0c\u5982\u79d1\u5b66\u5bb6\u3001\u5de5\u7a0b\u5e08\u548c\u6570\u636e\u5206\u6790\u5e08\u4f7f\u7528Python\u8fdb\u884c\u7f16\u7a0b\u3002<\/p>\n<\/p>\n

3.2 \u9ad8\u53ef\u8bfb\u6027<\/h2>\n<\/p>\n

Python\u5f3a\u8c03\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\uff0c\u901a\u8fc7\u4f7f\u7528\u7f29\u8fdb\u6765\u5b9a\u4e49\u4ee3\u7801\u5757\uff0c\u8fd9\u4e0d\u4ec5\u51cf\u5c11\u4e86\u4ee3\u7801\u4e2d\u7684\u566a\u97f3\uff0c\u8fd8\u4f7f\u5f97\u7a0b\u5e8f\u7ed3\u6784\u66f4\u52a0\u6e05\u6670\u3002\u826f\u597d\u7684\u53ef\u8bfb\u6027\u4f7f\u5f97\u56e2\u961f\u534f\u4f5c\u66f4\u52a0\u9ad8\u6548\uff0c\u4e5f\u4fbf\u4e8e\u4ee3\u7801\u7684\u7ef4\u62a4\u548c\u66f4\u65b0\u3002<\/p>\n<\/p>\n

\u56db\u3001\u4e30\u5bcc\u7684\u5e93\u548c\u6846\u67b6<\/strong><\/h2>\n

Python\u62e5\u6709\u5e9e\u5927\u7684\u6807\u51c6\u5e93\u548c\u7b2c\u4e09\u65b9\u5e93\uff0c\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u5feb\u901f\u5b9e\u73b0\u590d\u6742\u529f\u80fd\u3002<\/p>\n<\/p>\n

4.1 \u6807\u51c6\u5e93<\/h2>\n<\/p>\n

Python\u7684\u6807\u51c6\u5e93\u6db5\u76d6\u4e86\u4ece\u6587\u672c\u5904\u7406\u3001\u7f51\u7edc\u901a\u4fe1\u5230\u64cd\u4f5c\u7cfb\u7edf\u63a5\u53e3\u7b49\u591a\u4e2a\u65b9\u9762\u7684\u529f\u80fd\u3002\u8fd9\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u5728\u4e0d\u4f9d\u8d56\u7b2c\u4e09\u65b9\u5e93\u7684\u60c5\u51b5\u4e0b\uff0c\u5b8c\u6210\u5927\u90e8\u5206\u5e38\u89c1\u7684\u7f16\u7a0b\u4efb\u52a1\u3002<\/p>\n<\/p>\n

4.2 \u7b2c\u4e09\u65b9\u5e93<\/h2>\n<\/p>\n

\u7b2c\u4e09\u65b9\u5e93\u7684\u4e30\u5bcc\u6027\u662fPython\u7684\u4e00\u4e2a\u663e\u8457\u4f18\u52bf\u3002\u65e0\u8bba\u662fWeb\u5f00\u53d1\u3001\u6570\u636e\u5206\u6790\u3001\u673a\u5668\u5b66\u4e60\uff0c\u8fd8\u662f\u79d1\u5b66\u8ba1\u7b97\uff0c\u90fd\u6709\u6210\u719f\u7684\u5e93\u53ef\u4f9b\u4f7f\u7528\u3002\u8fd9\u4e9b\u5e93\u4e0d\u4ec5\u8282\u7701\u4e86\u5f00\u53d1\u65f6\u95f4\uff0c\u8fd8\u63d0\u5347\u4e86\u7a0b\u5e8f\u7684\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n<\/p>\n

\u4e94\u3001\u6570\u636e\u79d1\u5b66\u548c\u4eba\u5de5\u667a\u80fd\u7684\u9996\u9009\u8bed\u8a00<\/strong><\/h2>\n

Python\u56e0\u5176\u7279\u6027\u6210\u4e3a\u6570\u636e\u79d1\u5b66\u548c\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u9996\u9009\u8bed\u8a00\uff0c\u63a8\u52a8\u4e86\u8fd9\u4e9b\u9886\u57df\u7684\u8fc5\u901f\u53d1\u5c55\u3002<\/p>\n<\/p>\n

5.1 \u6570\u636e\u5904\u7406\u4e0e\u5206\u6790<\/h2>\n<\/p>\n

Python\u7684Pandas\u548cNumPy\u5e93\u4e3a\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u652f\u6301\u3002Pandas\u63d0\u4f9b\u4e86\u6570\u636e\u7ed3\u6784\u548c\u6570\u636e\u5206\u6790\u5de5\u5177\uff0cNumPy\u5219\u4e13\u6ce8\u4e8e\u6570\u503c\u8ba1\u7b97\uff0c\u4e24\u8005\u7ed3\u5408\u4f7f\u7528\uff0c\u53ef\u4ee5\u9ad8\u6548\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u3002<\/p>\n<\/p>\n

5.2 \u673a\u5668\u5b66\u4e60\u4e0e\u6df1\u5ea6\u5b66\u4e60<\/h2>\n<\/p>\n

Python\u7684\u673a\u5668\u5b66\u4e60\u5e93\uff0c\u5982Scikit-learn\uff0c\u63d0\u4f9b\u4e86\u5404\u79cd\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u5b9e\u73b0\uff0c\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u5feb\u901f\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u548c\u9884\u6d4b\u3002\u800c\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6TensorFlow\u548cPyTorch\uff0c\u5219\u4e3a\u6784\u5efa\u590d\u6742\u7684\u795e\u7ecf\u7f51\u7edc\u63d0\u4f9b\u4e86\u4fbf\u5229\u3002<\/p>\n<\/p>\n

\u516d\u3001\u4f01\u4e1a\u7ea7\u5e94\u7528\u4e0e\u81ea\u52a8\u5316<\/strong><\/h2>\n

Python\u4e0d\u4ec5\u5728\u79d1\u7814\u9886\u57df\u5f97\u5230\u5e94\u7528\uff0c\u5728\u4f01\u4e1a\u7ea7\u5e94\u7528\u548c\u81ea\u52a8\u5316\u65b9\u9762\u4e5f\u5c55\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u80fd\u529b\u3002<\/p>\n<\/p>\n

6.1 \u4f01\u4e1a\u7ea7\u5e94\u7528\u5f00\u53d1<\/h2>\n<\/p>\n

Python\u7684\u7a33\u5b9a\u6027\u548c\u53ef\u6269\u5c55\u6027\u4f7f\u5176\u6210\u4e3a\u4f01\u4e1a\u7ea7\u5e94\u7528\u5f00\u53d1\u7684\u7406\u60f3\u9009\u62e9\u3002\u8bb8\u591a\u5927\u578b\u4f01\u4e1a\uff0c\u5982Google\u3001Facebook\u548cNetflix\uff0c\u90fd\u4f7f\u7528Python\u5f00\u53d1\u5176\u6838\u5fc3\u4e1a\u52a1\u7cfb\u7edf\u3002<\/p>\n<\/p>\n

6.2 \u81ea\u52a8\u5316\u811a\u672c<\/h2>\n<\/p>\n

Python\u53ef\u4ee5\u7528\u6765\u7f16\u5199\u81ea\u52a8\u5316\u811a\u672c\uff0c\u5e2e\u52a9\u4f01\u4e1a\u548c\u4e2a\u4eba\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\u3002\u65e0\u8bba\u662f\u6587\u4ef6\u7ba1\u7406\u3001\u6570\u636e\u6293\u53d6\uff0c\u8fd8\u662f\u7cfb\u7edf\u76d1\u63a7\uff0cPython\u90fd\u80fd\u63d0\u4f9b\u7b80\u6d01\u9ad8\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<\/p>\n

\u4e03\u3001\u8de8\u5e73\u53f0\u517c\u5bb9\u6027<\/strong><\/h2>\n

Python\u7684\u8de8\u5e73\u53f0\u517c\u5bb9\u6027\u4f7f\u5f97\u5176\u5728\u4e0d\u540c\u64cd\u4f5c\u7cfb\u7edf\u4e0a\u90fd\u80fd\u65e0\u7f1d\u8fd0\u884c\u3002<\/p>\n<\/p>\n

7.1 \u591a\u64cd\u4f5c\u7cfb\u7edf\u652f\u6301<\/h2>\n<\/p>\n

Python\u53ef\u4ee5\u5728Windows\u3001Linux\u548cmacOS\u7b49\u591a\u79cd\u64cd\u4f5c\u7cfb\u7edf\u4e0a\u8fd0\u884c\u3002\u8fd9\u79cd\u8de8\u5e73\u53f0\u7279\u6027\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u5728\u4e0d\u540c\u73af\u5883\u4e2d\u5f00\u53d1\u548c\u90e8\u7f72Python\u7a0b\u5e8f\uff0c\u800c\u65e0\u9700\u62c5\u5fc3\u517c\u5bb9\u6027\u95ee\u9898\u3002<\/p>\n<\/p>\n

7.2 \u4e91\u8ba1\u7b97\u4e0e\u5927\u6570\u636e\u5e73\u53f0<\/h2>\n<\/p>\n

Python\u5728\u4e91\u8ba1\u7b97\u548c\u5927\u6570\u636e\u9886\u57df\u4e5f\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u8bb8\u591a\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\uff0c\u5982AWS\u3001Google Cloud\u548cAzure\uff0c\u90fd\u63d0\u4f9b\u4e86\u5bf9Python\u7684\u826f\u597d\u652f\u6301\uff0c\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u8f7b\u677e\u6784\u5efa\u548c\u7ba1\u7406\u4e91\u7aef\u5e94\u7528\u3002<\/p>\n<\/p>\n

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

Python\u9002\u5408\u54ea\u4e9b\u7c7b\u578b\u7684\u9879\u76ee\u5f00\u53d1\uff1f<\/strong>
Python\u56e0\u5176\u7b80\u5355\u6613\u5b66\u7684\u7279\u6027\uff0c\u9002\u5408\u7528\u4e8e\u591a\u79cd\u9879\u76ee\u5f00\u53d1\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u7f51\u9875\u5f00\u53d1\u3001\u6570\u636e\u5206\u6790\u3001\u4eba\u5de5\u667a\u80fd\u3001\u673a\u5668\u5b66\u4e60\u3001\u81ea\u52a8\u5316\u811a\u672c\u4ee5\u53ca\u6e38\u620f\u5f00\u53d1\u7b49\u3002\u65e0\u8bba\u662f\u521d\u5b66\u8005\u8fd8\u662f\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5f00\u53d1\u8005\uff0c\u90fd\u80fd\u627e\u5230\u9002\u5408\u81ea\u5df1\u7684\u9879\u76ee\u7c7b\u578b\u3002<\/p>\n

\u5982\u4f55\u63d0\u5347Python\u7f16\u7a0b\u80fd\u529b\uff1f<\/strong>
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Python\u793e\u533a\u548c\u8d44\u6e90\u6709\u54ea\u4e9b\u503c\u5f97\u63a8\u8350\u7684\uff1f<\/strong>
Python\u62e5\u6709\u6d3b\u8dc3\u7684\u793e\u533a\u548c\u4e30\u5bcc\u7684\u8d44\u6e90\u3002\u7f51\u7ad9\u5982Stack Overflow\u3001GitHub\u548cReddit\u7b49\u90fd\u662f\u5bfb\u627e\u5e2e\u52a9\u548c\u4ea4\u6d41\u7684\u597d\u5730\u65b9\u3002\u6b64\u5916\uff0c\u8bb8\u591a\u5728\u7ebf\u5e73\u53f0\u5982Coursera\u3001edX\u548cLeetCode\u63d0\u4f9b\u4f18\u8d28\u7684Python\u8bfe\u7a0b\u548c\u7ec3\u4e60\u9898\uff0c\u5e2e\u52a9\u4f60\u6df1\u5165\u7406\u89e3\u548c\u5e94\u7528Python\u3002 <\/p>\n

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