{"id":1078796,"date":"2025-01-08T12:14:56","date_gmt":"2025-01-08T04:14:56","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1078796.html"},"modified":"2025-01-08T12:14:59","modified_gmt":"2025-01-08T04:14:59","slug":"%e5%a6%82%e4%bd%95%e7%94%a8python%e5%81%9a%e4%b8%80%e4%b8%aa%e9%a1%b9%e7%9b%ae-2","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1078796.html","title":{"rendered":"\u5982\u4f55\u7528python\u505a\u4e00\u4e2a\u9879\u76ee"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/24182144\/d8ba5339-69c4-40aa-af4b-0193adcb7356.webp\" alt=\"\u5982\u4f55\u7528python\u505a\u4e00\u4e2a\u9879\u76ee\" \/><\/p>\n<p><p> <strong>\u5982\u4f55\u7528Python\u505a\u4e00\u4e2a\u9879\u76ee<\/strong><\/p>\n<\/p>\n<p><p><strong>\u660e\u786e\u9879\u76ee\u76ee\u6807\u3001\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u548c\u5e93\u3001\u89c4\u5212\u9879\u76ee\u7ed3\u6784\u3001\u7f16\u5199\u4ee3\u7801\u548c\u6d4b\u8bd5\u3001\u6587\u6863\u7f16\u5199\u548c\u4f18\u5316<\/strong><\/p>\n<\/p>\n<p><p>\u5728\u5f00\u59cb\u4e00\u4e2aPython\u9879\u76ee\u65f6\uff0c\u9996\u5148\u9700\u8981\u660e\u786e\u9879\u76ee\u7684\u76ee\u6807\u548c\u9700\u6c42\uff0c\u8fd9\u5c06\u51b3\u5b9a\u9879\u76ee\u7684\u65b9\u5411\u548c\u6240\u9700\u7684\u5de5\u5177\u3002\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u548c\u5e93\u80fd\u591f\u5927\u5927\u63d0\u9ad8\u5f00\u53d1\u6548\u7387\uff0c\u6bd4\u5982Pandas\u7528\u4e8e\u6570\u636e\u5904\u7406\u3001Flask\u7528\u4e8e\u6784\u5efaWeb\u5e94\u7528\u7b49\u3002\u89c4\u5212\u9879\u76ee\u7ed3\u6784\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5728\u7f16\u5199\u4ee3\u7801\u65f6\u4fdd\u6301\u6709\u5e8f\uff0c\u907f\u514d\u6df7\u4e71\u3002\u7f16\u5199\u4ee3\u7801\u548c\u6d4b\u8bd5\u662f\u9879\u76ee\u7684\u6838\u5fc3\u73af\u8282\uff0c\u901a\u8fc7\u4e0d\u65ad\u5730\u7f16\u5199\u548c\u6d4b\u8bd5\u6765\u5b8c\u5584\u529f\u80fd\u3002\u6700\u540e\uff0c\u6587\u6863\u7f16\u5199\u548c\u4ee3\u7801\u4f18\u5316\u662f\u4e0d\u53ef\u5ffd\u89c6\u7684\u6b65\u9aa4\uff0c\u826f\u597d\u7684\u6587\u6863\u53ef\u4ee5\u5e2e\u52a9\u4ed6\u4eba\u7406\u89e3\u4f60\u7684\u9879\u76ee\uff0c\u4f18\u5316\u5219\u53ef\u4ee5\u63d0\u9ad8\u9879\u76ee\u7684\u6027\u80fd\u548c\u53ef\u7ef4\u62a4\u6027\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u660e\u786e\u9879\u76ee\u76ee\u6807<\/h3>\n<\/p>\n<p><p>\u5728\u5f00\u59cb\u4efb\u4f55\u9879\u76ee\u4e4b\u524d\uff0c\u660e\u786e\u9879\u76ee\u7684\u76ee\u6807\u662f\u7b2c\u4e00\u6b65\u3002\u4f60\u9700\u8981\u6e05\u695a\u5730\u77e5\u9053\u4f60\u5e0c\u671b\u901a\u8fc7\u8fd9\u4e2a\u9879\u76ee\u5b9e\u73b0\u4ec0\u4e48\uff0c\u4ee5\u53ca\u8fd9\u4e2a\u9879\u76ee\u7684\u6700\u7ec8\u7528\u6237\u662f\u8c01\u3002\u8fd9\u4e0d\u4ec5\u6709\u52a9\u4e8e\u5236\u5b9a\u4e00\u4e2a\u6e05\u6670\u7684\u8ba1\u5212\uff0c\u8fd8\u53ef\u4ee5\u5728\u9879\u76ee\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u65b9\u5411\u7684\u4e00\u81f4\u6027\u3002<\/p>\n<\/p>\n<p><h4>1.1 \u9879\u76ee\u9700\u6c42\u5206\u6790<\/h4>\n<\/p>\n<p><p>\u5728\u660e\u786e\u9879\u76ee\u76ee\u6807\u540e\uff0c\u8fdb\u884c\u9700\u6c42\u5206\u6790\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u3002\u9700\u6c42\u5206\u6790\u4e3b\u8981\u5305\u62ec\u529f\u80fd\u9700\u6c42\u548c\u975e\u529f\u80fd\u9700\u6c42\u3002\u529f\u80fd\u9700\u6c42\u6307\u7684\u662f\u9879\u76ee\u9700\u8981\u5b9e\u73b0\u7684\u5177\u4f53\u529f\u80fd\uff0c\u4f8b\u5982\u4e00\u4e2a\u8d2d\u7269\u7f51\u7ad9\u7684\u7528\u6237\u6ce8\u518c\u3001\u5546\u54c1\u6d4f\u89c8\u3001\u8d2d\u7269\u8f66\u529f\u80fd\u7b49\u3002\u975e\u529f\u80fd\u9700\u6c42\u5219\u5305\u62ec\u6027\u80fd\u8981\u6c42\u3001\u5b89\u5168\u6027\u8981\u6c42\u3001\u53ef\u6269\u5c55\u6027\u8981\u6c42\u7b49\u3002<\/p>\n<\/p>\n<p><h4>1.2 \u9879\u76ee\u53ef\u884c\u6027\u7814\u7a76<\/h4>\n<\/p>\n<p><p>\u5728\u786e\u5b9a\u4e86\u9700\u6c42\u4e4b\u540e\uff0c\u8fd8\u9700\u8981\u8fdb\u884c\u9879\u76ee\u7684\u53ef\u884c\u6027\u7814\u7a76\u3002\u8fd9\u5305\u62ec\u6280\u672f\u53ef\u884c\u6027\u3001\u7ecf\u6d4e\u53ef\u884c\u6027\u548c\u64cd\u4f5c\u53ef\u884c\u6027\u3002\u6280\u672f\u53ef\u884c\u6027\u662f\u6307\u4f60\u662f\u5426\u6709\u8db3\u591f\u7684\u6280\u672f\u80fd\u529b\u548c\u8d44\u6e90\u6765\u5b9e\u73b0\u8fd9\u4e2a\u9879\u76ee\uff0c\u7ecf\u6d4e\u53ef\u884c\u6027\u662f\u6307\u9879\u76ee\u7684\u6210\u672c\u662f\u5426\u5728\u53ef\u63a5\u53d7\u7684\u8303\u56f4\u5185\uff0c\u64cd\u4f5c\u53ef\u884c\u6027\u662f\u6307\u9879\u76ee\u80fd\u5426\u5728\u9884\u671f\u7684\u73af\u5883\u4e2d\u6b63\u5e38\u8fd0\u884c\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u548c\u5e93<\/h3>\n<\/p>\n<p><p>\u5728\u660e\u786e\u4e86\u9879\u76ee\u7684\u76ee\u6807\u548c\u9700\u6c42\u540e\uff0c\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u548c\u5e93\u662f\u4e0b\u4e00\u6b65\u3002Python\u62e5\u6709\u4e30\u5bcc\u7684\u751f\u6001\u7cfb\u7edf\uff0c\u51e0\u4e4e\u53ef\u4ee5\u627e\u5230\u9002\u7528\u4e8e\u4efb\u4f55\u7c7b\u578b\u9879\u76ee\u7684\u5de5\u5177\u548c\u5e93\u3002<\/p>\n<\/p>\n<p><h4>2.1 \u5e38\u7528Python\u5e93<\/h4>\n<\/p>\n<p><p>\u6839\u636e\u9879\u76ee\u7684\u4e0d\u540c\u9700\u6c42\uff0c\u53ef\u4ee5\u9009\u62e9\u4e0d\u540c\u7684Python\u5e93\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4f60\u5728\u505a\u6570\u636e\u5206\u6790\u9879\u76ee\uff0c\u53ef\u4ee5\u9009\u62e9Pandas\u3001NumPy\u3001Matplotlib\u7b49\u5e93\uff1b\u5982\u679c\u4f60\u5728\u505a<a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u9879\u76ee\uff0c\u53ef\u4ee5\u9009\u62e9scikit-learn\u3001TensorFlow\u3001Keras\u7b49\u5e93\uff1b\u5982\u679c\u4f60\u5728\u505aWeb\u5f00\u53d1\u9879\u76ee\uff0c\u53ef\u4ee5\u9009\u62e9Flask\u3001Django\u7b49\u5e93\u3002\u9009\u62e9\u5408\u9002\u7684\u5e93\u53ef\u4ee5\u5927\u5927\u63d0\u9ad8\u5f00\u53d1\u6548\u7387\u548c\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\u3002<\/p>\n<\/p>\n<p><h4>2.2 \u5f00\u53d1\u5de5\u5177<\/h4>\n<\/p>\n<p><p>\u9664\u4e86\u9009\u62e9\u5408\u9002\u7684\u5e93\uff0c\u9009\u62e9\u5408\u9002\u7684\u5f00\u53d1\u5de5\u5177\u4e5f\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002\u5e38\u7528\u7684Python\u5f00\u53d1\u5de5\u5177\u5305\u62ecPyCharm\u3001VS Code\u3001Jupyter Notebook\u7b49\u3002PyCharm\u662f\u4e00\u6b3e\u529f\u80fd\u5f3a\u5927\u7684IDE\uff0c\u9002\u5408\u5927\u578b\u9879\u76ee\u7684\u5f00\u53d1\uff1bVS Code\u662f\u4e00\u6b3e\u8f7b\u91cf\u7ea7\u7684\u7f16\u8f91\u5668\uff0c\u63d2\u4ef6\u4e30\u5bcc\uff0c\u975e\u5e38\u7075\u6d3b\uff1bJupyter Notebook\u5219\u975e\u5e38\u9002\u5408\u6570\u636e\u5206\u6790\u548c\u673a\u5668\u5b66\u4e60\u9879\u76ee\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u8fdb\u884c\u6570\u636e\u7684\u53ef\u89c6\u5316\u548c\u4ea4\u4e92\u64cd\u4f5c\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001\u89c4\u5212\u9879\u76ee\u7ed3\u6784<\/h3>\n<\/p>\n<p><p>\u89c4\u5212\u597d\u9879\u76ee\u7684\u7ed3\u6784\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u4ee3\u7801\u7684\u6709\u5e8f\u6027\u548c\u53ef\u7ef4\u62a4\u6027\u3002\u4e00\u4e2a\u826f\u597d\u7684\u9879\u76ee\u7ed3\u6784\u4e0d\u4ec5\u53ef\u4ee5\u63d0\u9ad8\u5f00\u53d1\u6548\u7387\uff0c\u8fd8\u53ef\u4ee5\u65b9\u4fbf\u540e\u671f\u7684\u7ef4\u62a4\u548c\u6269\u5c55\u3002<\/p>\n<\/p>\n<p><h4>3.1 \u6587\u4ef6\u548c\u76ee\u5f55\u7ed3\u6784<\/h4>\n<\/p>\n<p><p>\u4e00\u4e2a\u5178\u578b\u7684Python\u9879\u76ee\u7ed3\u6784\u5982\u4e0b\uff1a<\/p>\n<\/p>\n<p><pre><code>project\/<\/p>\n<p>\u2502<\/p>\n<p>\u251c\u2500\u2500 src\/<\/p>\n<p>\u2502   \u251c\u2500\u2500 __init__.py<\/p>\n<p>\u2502   \u251c\u2500\u2500 m<a href=\"https:\/\/docs.pingcode.com\/blog\/59162.html\" target=\"_blank\">AI<\/a>n.py<\/p>\n<p>\u2502   \u251c\u2500\u2500 module1.py<\/p>\n<p>\u2502   \u251c\u2500\u2500 module2.py<\/p>\n<p>\u2502<\/p>\n<p>\u251c\u2500\u2500 tests\/<\/p>\n<p>\u2502   \u251c\u2500\u2500 __init__.py<\/p>\n<p>\u2502   \u251c\u2500\u2500 test_module1.py<\/p>\n<p>\u2502   \u251c\u2500\u2500 test_module2.py<\/p>\n<p>\u2502<\/p>\n<p>\u251c\u2500\u2500 docs\/<\/p>\n<p>\u2502   \u251c\u2500\u2500 index.rst<\/p>\n<p>\u2502   \u251c\u2500\u2500 usage.rst<\/p>\n<p>\u2502<\/p>\n<p>\u251c\u2500\u2500 requirements.txt<\/p>\n<p>\u251c\u2500\u2500 setup.py<\/p>\n<p>\u2514\u2500\u2500 README.md<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5176\u4e2d\uff0c<code>src<\/code>\u76ee\u5f55\u4e0b\u5b58\u653e\u7684\u662f\u9879\u76ee\u7684\u6e90\u4ee3\u7801\uff0c<code>tests<\/code>\u76ee\u5f55\u4e0b\u5b58\u653e\u7684\u662f\u6d4b\u8bd5\u4ee3\u7801\uff0c<code>docs<\/code>\u76ee\u5f55\u4e0b\u5b58\u653e\u7684\u662f\u9879\u76ee\u7684\u6587\u6863\u3002<code>requirements.txt<\/code>\u6587\u4ef6\u7528\u4e8e\u5217\u51fa\u9879\u76ee\u6240\u4f9d\u8d56\u7684\u7b2c\u4e09\u65b9\u5e93\uff0c<code>setup.py<\/code>\u6587\u4ef6\u7528\u4e8e\u9879\u76ee\u7684\u6253\u5305\u548c\u53d1\u5e03\uff0c<code>README.md<\/code>\u6587\u4ef6\u7528\u4e8e\u9879\u76ee\u7684\u63cf\u8ff0\u548c\u4f7f\u7528\u8bf4\u660e\u3002<\/p>\n<\/p>\n<p><h4>3.2 \u4ee3\u7801\u6a21\u5757\u5316<\/h4>\n<\/p>\n<p><p>\u5728\u89c4\u5212\u9879\u76ee\u7ed3\u6784\u65f6\uff0c\u8fd8\u9700\u8981\u6ce8\u610f\u4ee3\u7801\u7684\u6a21\u5757\u5316\u3002\u5c06\u529f\u80fd\u76f8\u5173\u7684\u4ee3\u7801\u653e\u5728\u540c\u4e00\u4e2a\u6a21\u5757\u4e2d\uff0c\u4e0d\u540c\u6a21\u5757\u4e4b\u95f4\u901a\u8fc7\u63a5\u53e3\u8fdb\u884c\u4ea4\u4e92\u3002\u8fd9\u4e0d\u4ec5\u53ef\u4ee5\u63d0\u9ad8\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\u548c\u53ef\u7ef4\u62a4\u6027\uff0c\u8fd8\u53ef\u4ee5\u65b9\u4fbf\u4ee3\u7801\u7684\u91cd\u7528\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u5c06\u7528\u6237\u7ba1\u7406\u529f\u80fd\u653e\u5728\u4e00\u4e2a\u6a21\u5757\u4e2d\uff0c\u5546\u54c1\u7ba1\u7406\u529f\u80fd\u653e\u5728\u53e6\u4e00\u4e2a\u6a21\u5757\u4e2d\uff0c\u8d2d\u7269\u8f66\u529f\u80fd\u653e\u5728\u53e6\u4e00\u4e2a\u6a21\u5757\u4e2d\u3002<\/p>\n<\/p>\n<p><h3>\u56db\u3001\u7f16\u5199\u4ee3\u7801\u548c\u6d4b\u8bd5<\/h3>\n<\/p>\n<p><p>\u5728\u89c4\u5212\u597d\u9879\u76ee\u7ed3\u6784\u540e\uff0c\u5c31\u53ef\u4ee5\u5f00\u59cb\u7f16\u5199\u4ee3\u7801\u4e86\u3002\u7f16\u5199\u4ee3\u7801\u65f6\uff0c\u9700\u8981\u9075\u5faa\u4e00\u5b9a\u7684\u7f16\u7801\u89c4\u8303\uff0c\u4fdd\u6301\u4ee3\u7801\u7684\u6574\u6d01\u548c\u53ef\u8bfb\u6027\u3002\u540c\u65f6\uff0c\u8fd8\u9700\u8981\u8fdb\u884c\u5145\u5206\u7684\u6d4b\u8bd5\uff0c\u786e\u4fdd\u4ee3\u7801\u7684\u6b63\u786e\u6027\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n<\/p>\n<p><h4>4.1 \u7f16\u7801\u89c4\u8303<\/h4>\n<\/p>\n<p><p>\u9075\u5faa\u7f16\u7801\u89c4\u8303\u4e0d\u4ec5\u53ef\u4ee5\u63d0\u9ad8\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\uff0c\u8fd8\u53ef\u4ee5\u51cf\u5c11\u4ee3\u7801\u4e2d\u7684\u9519\u8bef\u3002Python\u6709\u4e00\u5957\u5b98\u65b9\u7684\u7f16\u7801\u89c4\u8303\u2014\u2014PEP 8\uff0c\u5efa\u8bae\u5728\u7f16\u5199\u4ee3\u7801\u65f6\u5c3d\u91cf\u9075\u5faa\u8fd9\u5957\u89c4\u8303\u3002\u4f8b\u5982\uff0c\u4f7f\u75284\u4e2a\u7a7a\u683c\u8fdb\u884c\u7f29\u8fdb\uff0c\u51fd\u6570\u548c\u53d8\u91cf\u7684\u547d\u540d\u4f7f\u7528\u5c0f\u5199\u5b57\u6bcd\u548c\u4e0b\u5212\u7ebf\u5206\u9694\uff0c\u7c7b\u7684\u547d\u540d\u4f7f\u7528\u5927\u5199\u5b57\u6bcd\u5f00\u5934\u7684\u9a7c\u5cf0\u547d\u540d\u6cd5\u7b49\u3002<\/p>\n<\/p>\n<p><h4>4.2 \u5355\u5143\u6d4b\u8bd5<\/h4>\n<\/p>\n<p><p>\u8fdb\u884c\u5355\u5143\u6d4b\u8bd5\u662f\u4fdd\u8bc1\u4ee3\u7801\u8d28\u91cf\u7684\u91cd\u8981\u624b\u6bb5\u3002\u5355\u5143\u6d4b\u8bd5\u662f\u6307\u5bf9\u4ee3\u7801\u4e2d\u7684\u6700\u5c0f\u53ef\u6d4b\u8bd5\u5355\u5143\u8fdb\u884c\u6d4b\u8bd5\uff0c\u901a\u5e38\u662f\u51fd\u6570\u6216\u7c7b\u7684\u65b9\u6cd5\u3002Python\u81ea\u5e26\u7684<code>unittest<\/code>\u6a21\u5757\u53ef\u4ee5\u65b9\u4fbf\u5730\u8fdb\u884c\u5355\u5143\u6d4b\u8bd5\uff0c\u6b64\u5916\u8fd8\u6709<code>pytest<\/code>\u7b49\u7b2c\u4e09\u65b9\u6d4b\u8bd5\u6846\u67b6\u3002\u7f16\u5199\u5355\u5143\u6d4b\u8bd5\u65f6\uff0c\u9700\u8981\u5c3d\u91cf\u8986\u76d6\u4ee3\u7801\u4e2d\u7684\u6240\u6709\u53ef\u80fd\u60c5\u51b5\uff0c\u786e\u4fdd\u6bcf\u4e2a\u529f\u80fd\u90fd\u80fd\u6b63\u5e38\u5de5\u4f5c\u3002<\/p>\n<\/p>\n<p><h4>4.3 \u96c6\u6210\u6d4b\u8bd5<\/h4>\n<\/p>\n<p><p>\u9664\u4e86\u5355\u5143\u6d4b\u8bd5\uff0c\u8fd8\u9700\u8981\u8fdb\u884c\u96c6\u6210\u6d4b\u8bd5\u3002\u96c6\u6210\u6d4b\u8bd5\u662f\u6307\u5bf9\u591a\u4e2a\u6a21\u5757\u4e4b\u95f4\u7684\u4ea4\u4e92\u8fdb\u884c\u6d4b\u8bd5\uff0c\u786e\u4fdd\u5b83\u4eec\u80fd\u591f\u6b63\u786e\u5730\u534f\u540c\u5de5\u4f5c\u3002\u96c6\u6210\u6d4b\u8bd5\u901a\u5e38\u662f\u5728\u5355\u5143\u6d4b\u8bd5\u4e4b\u540e\u8fdb\u884c\u7684\uff0c\u53ef\u4ee5\u4f7f\u7528<code>unittest<\/code>\u6216<code>pytest<\/code>\u7b49\u6846\u67b6\u8fdb\u884c\u3002<\/p>\n<\/p>\n<p><h3>\u4e94\u3001\u6587\u6863\u7f16\u5199\u548c\u4f18\u5316<\/h3>\n<\/p>\n<p><p>\u5728\u5b8c\u6210\u4ee3\u7801\u7f16\u5199\u548c\u6d4b\u8bd5\u540e\uff0c\u6587\u6863\u7f16\u5199\u548c\u4ee3\u7801\u4f18\u5316\u662f\u6700\u540e\u7684\u6b65\u9aa4\u3002\u826f\u597d\u7684\u6587\u6863\u53ef\u4ee5\u5e2e\u52a9\u4ed6\u4eba\u7406\u89e3\u548c\u4f7f\u7528\u4f60\u7684\u9879\u76ee\uff0c\u4f18\u5316\u5219\u53ef\u4ee5\u63d0\u9ad8\u9879\u76ee\u7684\u6027\u80fd\u548c\u53ef\u7ef4\u62a4\u6027\u3002<\/p>\n<\/p>\n<p><h4>5.1 \u6587\u6863\u7f16\u5199<\/h4>\n<\/p>\n<p><p>\u6587\u6863\u662f\u9879\u76ee\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\uff0c\u5e94\u8be5\u5305\u62ec\u9879\u76ee\u7684\u7b80\u4ecb\u3001\u5b89\u88c5\u548c\u4f7f\u7528\u8bf4\u660e\u3001API\u6587\u6863\u7b49\u3002\u53ef\u4ee5\u4f7f\u7528<code>Sphinx<\/code>\u7b49\u5de5\u5177\u751f\u6210API\u6587\u6863\uff0c\u4f7f\u7528<code>Markdown<\/code>\u6216<code>reStructuredText<\/code>\u7f16\u5199\u5176\u4ed6\u6587\u6863\u3002\u4e00\u4e2a\u5178\u578b\u7684\u9879\u76ee\u6587\u6863\u7ed3\u6784\u5982\u4e0b\uff1a<\/p>\n<\/p>\n<p><pre><code>docs\/<\/p>\n<p>\u2502<\/p>\n<p>\u251c\u2500\u2500 index.rst<\/p>\n<p>\u251c\u2500\u2500 installation.rst<\/p>\n<p>\u251c\u2500\u2500 usage.rst<\/p>\n<p>\u2514\u2500\u2500 api\/<\/p>\n<p>    \u251c\u2500\u2500 module1.rst<\/p>\n<p>    \u251c\u2500\u2500 module2.rst<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>5.2 \u4ee3\u7801\u4f18\u5316<\/h4>\n<\/p>\n<p><p>\u5728\u5b8c\u6210\u4ee3\u7801\u7f16\u5199\u548c\u6d4b\u8bd5\u540e\uff0c\u8fd8\u9700\u8981\u8fdb\u884c\u4ee3\u7801\u4f18\u5316\u3002\u4ee3\u7801\u4f18\u5316\u7684\u76ee\u6807\u662f\u63d0\u9ad8\u4ee3\u7801\u7684\u6027\u80fd\u548c\u53ef\u7ef4\u62a4\u6027\u3002\u5e38\u89c1\u7684\u4f18\u5316\u65b9\u6cd5\u5305\u62ec\u4ee3\u7801\u91cd\u6784\u3001\u4f7f\u7528\u66f4\u9ad8\u6548\u7684\u6570\u636e\u7ed3\u6784\u548c\u7b97\u6cd5\u3001\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u8ba1\u7b97\u7b49\u3002\u6b64\u5916\uff0c\u8fd8\u53ef\u4ee5\u4f7f\u7528<code>cProfile<\/code>\u7b49\u5de5\u5177\u5bf9\u4ee3\u7801\u8fdb\u884c\u6027\u80fd\u5206\u6790\uff0c\u627e\u51fa\u6027\u80fd\u74f6\u9888\u8fdb\u884c\u4f18\u5316\u3002<\/p>\n<\/p>\n<p><h3>\u516d\u3001\u9879\u76ee\u7684\u53d1\u5e03\u548c\u7ef4\u62a4<\/h3>\n<\/p>\n<p><p>\u5b8c\u6210\u4e86\u6240\u6709\u7684\u5f00\u53d1\u5de5\u4f5c\u4e4b\u540e\uff0c\u5c06\u9879\u76ee\u53d1\u5e03\u51fa\u53bb\u5e76\u8fdb\u884c\u7ef4\u62a4\u662f\u6700\u540e\u4e00\u6b65\u3002\u53d1\u5e03\u9879\u76ee\u53ef\u4ee5\u8ba9\u66f4\u591a\u7684\u4eba\u4f7f\u7528\u4f60\u7684\u9879\u76ee\uff0c\u7ef4\u62a4\u5219\u53ef\u4ee5\u786e\u4fdd\u9879\u76ee\u5728\u957f\u671f\u4f7f\u7528\u4e2d\u4fdd\u6301\u7a33\u5b9a\u548c\u9ad8\u6548\u3002<\/p>\n<\/p>\n<p><h4>6.1 \u9879\u76ee\u53d1\u5e03<\/h4>\n<\/p>\n<p><p>\u9879\u76ee\u53d1\u5e03\u662f\u6307\u5c06\u9879\u76ee\u6253\u5305\u5e76\u53d1\u5e03\u5230\u4e00\u4e2a\u516c\u5171\u7684\u5305\u7ba1\u7406\u7cfb\u7edf\uff0c\u5982PyPI\u3002\u53ef\u4ee5\u4f7f\u7528<code>setup.py<\/code>\u6587\u4ef6\u8fdb\u884c\u9879\u76ee\u7684\u6253\u5305\u548c\u53d1\u5e03\u3002\u4e00\u4e2a\u5178\u578b\u7684<code>setup.py<\/code>\u6587\u4ef6\u5982\u4e0b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">from setuptools import setup, find_packages<\/p>\n<p>setup(<\/p>\n<p>    name=&#39;my_project&#39;,<\/p>\n<p>    version=&#39;1.0.0&#39;,<\/p>\n<p>    description=&#39;A sample Python project&#39;,<\/p>\n<p>    author=&#39;Your Name&#39;,<\/p>\n<p>    author_email=&#39;your.email@example.com&#39;,<\/p>\n<p>    packages=find_packages(),<\/p>\n<p>    install_requires=[<\/p>\n<p>        &#39;numpy&#39;,<\/p>\n<p>        &#39;pandas&#39;,<\/p>\n<p>    ],<\/p>\n<p>)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728<code>setup.py<\/code>\u6587\u4ef6\u4e2d\uff0c\u6307\u5b9a\u9879\u76ee\u7684\u540d\u79f0\u3001\u7248\u672c\u3001\u63cf\u8ff0\u3001\u4f5c\u8005\u4fe1\u606f\u3001\u4f9d\u8d56\u5e93\u7b49\uff0c\u7136\u540e\u8fd0\u884c<code>python setup.py sdist<\/code>\u547d\u4ee4\u751f\u6210\u9879\u76ee\u7684\u5206\u53d1\u5305\uff0c\u6700\u540e\u8fd0\u884c<code>twine upload dist\/*<\/code>\u547d\u4ee4\u5c06\u5206\u53d1\u5305\u4e0a\u4f20\u5230PyPI\u3002<\/p>\n<\/p>\n<p><h4>6.2 \u9879\u76ee\u7ef4\u62a4<\/h4>\n<\/p>\n<p><p>\u9879\u76ee\u53d1\u5e03\u4e4b\u540e\uff0c\u8fd8\u9700\u8981\u8fdb\u884c\u6301\u7eed\u7684\u7ef4\u62a4\u5de5\u4f5c\u3002\u7ef4\u62a4\u5de5\u4f5c\u4e3b\u8981\u5305\u62ec\u4fee\u590dBug\u3001\u6dfb\u52a0\u65b0\u529f\u80fd\u3001\u66f4\u65b0\u6587\u6863\u7b49\u3002\u4e3a\u4e86\u65b9\u4fbf\u9879\u76ee\u7684\u7ef4\u62a4\uff0c\u53ef\u4ee5\u4f7f\u7528\u7248\u672c\u63a7\u5236\u5de5\u5177\uff08\u5982Git\uff09\u8fdb\u884c\u4ee3\u7801\u7ba1\u7406\uff0c\u4f7f\u7528Issue\u8ddf\u8e2a\u5de5\u5177\uff08\u5982GitHub Issues\uff09\u8ddf\u8e2a\u548c\u7ba1\u7406Bug\u548c\u529f\u80fd\u9700\u6c42\u3002\u6b64\u5916\uff0c\u8fd8\u53ef\u4ee5\u4f7f\u7528<a href=\"https:\/\/docs.pingcode.com\/blog\/devops\/52691.html\" target=\"_blank\">CI\/CD<\/a>\u5de5\u5177\uff08\u5982Travis CI\u3001GitHub Actions\uff09\u8fdb\u884c\u6301\u7eed\u96c6\u6210\u548c\u90e8\u7f72\uff0c\u786e\u4fdd\u9879\u76ee\u7684\u8d28\u91cf\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n<\/p>\n<p><h3>\u4e03\u3001\u5b9e\u9645\u6848\u4f8b\u5206\u6790<\/h3>\n<\/p>\n<p><p>\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3\u5982\u4f55\u7528Python\u505a\u4e00\u4e2a\u9879\u76ee\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u4e00\u4e2a\u5177\u4f53\u7684\u6848\u4f8b\u8fdb\u884c\u5206\u6790\u3002\u5047\u8bbe\u6211\u4eec\u8981\u505a\u4e00\u4e2a\u7b80\u5355\u7684\u535a\u5ba2\u7cfb\u7edf\uff0c\u4e0b\u9762\u662f\u5177\u4f53\u7684\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n<p><h4>7.1 \u660e\u786e\u9879\u76ee\u76ee\u6807<\/h4>\n<\/p>\n<p><p>\u9879\u76ee\u76ee\u6807\u662f\u5b9e\u73b0\u4e00\u4e2a\u7b80\u5355\u7684\u535a\u5ba2\u7cfb\u7edf\uff0c\u7528\u6237\u53ef\u4ee5\u5728\u7cfb\u7edf\u4e2d\u6ce8\u518c\u8d26\u53f7\u3001\u53d1\u5e03\u535a\u6587\u3001\u6d4f\u89c8\u548c\u8bc4\u8bba\u535a\u6587\u3002\u7cfb\u7edf\u9700\u8981\u6709\u4e00\u4e2a\u7528\u6237\u7ba1\u7406\u6a21\u5757\u3001\u4e00\u4e2a\u535a\u6587\u7ba1\u7406\u6a21\u5757\u548c\u4e00\u4e2a\u8bc4\u8bba\u7ba1\u7406\u6a21\u5757\u3002<\/p>\n<\/p>\n<p><h4>7.2 \u9009\u62e9\u5de5\u5177\u548c\u5e93<\/h4>\n<\/p>\n<p><p>\u9009\u62e9Flask\u4f5c\u4e3aWeb\u6846\u67b6\uff0c\u4f7f\u7528SQLAlchemy\u4f5c\u4e3aORM\u5de5\u5177\uff0c\u4f7f\u7528SQLite\u4f5c\u4e3a\u6570\u636e\u5e93\uff0c\u4f7f\u7528Jinja2\u4f5c\u4e3a\u6a21\u677f\u5f15\u64ce\uff0c\u4f7f\u7528Bootstrap\u4f5c\u4e3a\u524d\u7aef\u6846\u67b6\u3002\u9009\u62e9PyCharm\u4f5c\u4e3a\u5f00\u53d1\u5de5\u5177\u3002<\/p>\n<\/p>\n<p><h4>7.3 \u89c4\u5212\u9879\u76ee\u7ed3\u6784<\/h4>\n<\/p>\n<p><p>\u89c4\u5212\u9879\u76ee\u7ed3\u6784\u5982\u4e0b\uff1a<\/p>\n<\/p>\n<p><pre><code>blog\/<\/p>\n<p>\u2502<\/p>\n<p>\u251c\u2500\u2500 app\/<\/p>\n<p>\u2502   \u251c\u2500\u2500 __init__.py<\/p>\n<p>\u2502   \u251c\u2500\u2500 models.py<\/p>\n<p>\u2502   \u251c\u2500\u2500 views.py<\/p>\n<p>\u2502   \u251c\u2500\u2500 templates\/<\/p>\n<p>\u2502   \u2502   \u251c\u2500\u2500 base.html<\/p>\n<p>\u2502   \u2502   \u251c\u2500\u2500 index.html<\/p>\n<p>\u2502   \u2502   \u251c\u2500\u2500 login.html<\/p>\n<p>\u2502   \u2502   \u251c\u2500\u2500 register.html<\/p>\n<p>\u2502   \u2502   \u251c\u2500\u2500 post.html<\/p>\n<p>\u2502   \u2502   \u251c\u2500\u2500 comment.html<\/p>\n<p>\u2502<\/p>\n<p>\u251c\u2500\u2500 tests\/<\/p>\n<p>\u2502   \u251c\u2500\u2500 __init__.py<\/p>\n<p>\u2502   \u251c\u2500\u2500 test_models.py<\/p>\n<p>\u2502   \u251c\u2500\u2500 test_views.py<\/p>\n<p>\u2502<\/p>\n<p>\u251c\u2500\u2500 requirements.txt<\/p>\n<p>\u251c\u2500\u2500 run.py<\/p>\n<p>\u2514\u2500\u2500 README.md<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>7.4 \u7f16\u5199\u4ee3\u7801\u548c\u6d4b\u8bd5<\/h4>\n<\/p>\n<p><p>\u7f16\u5199\u4ee3\u7801\u5b9e\u73b0\u7528\u6237\u6ce8\u518c\u3001\u767b\u5f55\u3001\u53d1\u5e03\u535a\u6587\u3001\u6d4f\u89c8\u548c\u8bc4\u8bba\u535a\u6587\u7684\u529f\u80fd\uff0c\u5e76\u7f16\u5199\u76f8\u5e94\u7684\u5355\u5143\u6d4b\u8bd5\u548c\u96c6\u6210\u6d4b\u8bd5\u3002\u786e\u4fdd\u4ee3\u7801\u7684\u6b63\u786e\u6027\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n<\/p>\n<p><h4>7.5 \u6587\u6863\u7f16\u5199\u548c\u4f18\u5316<\/h4>\n<\/p>\n<p><p>\u7f16\u5199\u9879\u76ee\u7684\u5b89\u88c5\u548c\u4f7f\u7528\u8bf4\u660e\u3001API\u6587\u6863\u7b49\uff0c\u5e76\u8fdb\u884c\u4ee3\u7801\u4f18\u5316\uff0c\u63d0\u5347\u6027\u80fd\u548c\u53ef\u7ef4\u62a4\u6027\u3002<\/p>\n<\/p>\n<p><h4>7.6 \u53d1\u5e03\u548c\u7ef4\u62a4<\/h4>\n<\/p>\n<p><p>\u5c06\u9879\u76ee\u53d1\u5e03\u5230GitHub\uff0c\u5e76\u4e0a\u4f20\u5230PyPI\uff0c\u65b9\u4fbf\u4ed6\u4eba\u4f7f\u7528\u3002\u6301\u7eed\u8fdb\u884c\u9879\u76ee\u7684\u7ef4\u62a4\uff0c\u4fee\u590dBug\uff0c\u6dfb\u52a0\u65b0\u529f\u80fd\uff0c\u66f4\u65b0\u6587\u6863\u7b49\u3002<\/p>\n<\/p>\n<p><p>\u901a\u8fc7\u4e0a\u8ff0\u6b65\u9aa4\uff0c\u6211\u4eec\u53ef\u4ee5\u5b8c\u6210\u4e00\u4e2a\u7b80\u5355\u7684\u535a\u5ba2\u7cfb\u7edf\u9879\u76ee\u3002\u8fd9\u53ea\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\uff0c\u5b9e\u9645\u9879\u76ee\u53ef\u80fd\u4f1a\u66f4\u52a0\u590d\u6742\uff0c\u4f46\u57fa\u672c\u7684\u6b65\u9aa4\u548c\u65b9\u6cd5\u662f\u76f8\u4f3c\u7684\u3002\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u5bf9\u4f60\u6709\u6240\u5e2e\u52a9\uff0c\u8ba9\u4f60\u5728\u7528Python\u505a\u9879\u76ee\u65f6\u80fd\u591f\u66f4\u52a0\u5f97\u5fc3\u5e94\u624b\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u9009\u62e9\u5408\u9002\u7684Python\u9879\u76ee\u8fdb\u884c\u5b9e\u8df5\uff1f<\/strong><br \/>\u9009\u62e9\u4e00\u4e2a\u5408\u9002\u7684Python\u9879\u76ee\u53ef\u4ee5\u6839\u636e\u4e2a\u4eba\u5174\u8da3\u3001\u5b66\u4e60\u76ee\u6807\u548c\u6280\u80fd\u6c34\u5e73\u6765\u51b3\u5b9a\u3002\u5bf9\u4e8e\u521d\u5b66\u8005\uff0c\u5efa\u8bae\u4ece\u7b80\u5355\u7684\u9879\u76ee\u5f00\u59cb\uff0c\u6bd4\u5982\u6784\u5efa\u4e00\u4e2a\u8ba1\u7b97\u5668\u6216\u4e00\u4e2a\u5c0f\u578b\u7684\u7f51\u9875\u722c\u866b\u3002\u5982\u679c\u4f60\u5df2\u7ecf\u6709\u4e00\u5b9a\u57fa\u7840\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u5f00\u53d1\u4e00\u4e2a\u7b80\u5355\u7684Web\u5e94\u7528\u6216\u6570\u636e\u5206\u6790\u9879\u76ee\u3002\u786e\u4fdd\u9879\u76ee\u8db3\u591f\u6709\u8da3\uff0c\u4ee5\u6fc0\u52b1\u4f60\u6df1\u5165\u5b66\u4e60\u548c\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n<p><strong>\u5b8c\u6210Python\u9879\u76ee\u65f6\u5e38\u89c1\u7684\u6311\u6218\u6709\u54ea\u4e9b\uff1f<\/strong><br \/>\u5728\u8fdb\u884cPython\u9879\u76ee\u65f6\uff0c\u53ef\u80fd\u4f1a\u9047\u5230\u5404\u79cd\u6311\u6218\uff0c\u6bd4\u5982\u8c03\u8bd5\u4ee3\u7801\u3001\u7406\u89e3\u5e93\u7684\u4f7f\u7528\u3001\u4ee5\u53ca<a href=\"https:\/\/docs.pingcode.com\/blog\/project-management\/23316.html\" target=\"_blank\">\u9879\u76ee\u7ba1\u7406<\/a>\u7b49\u3002\u8c03\u8bd5\u65f6\uff0c\u5efa\u8bae\u4f7f\u7528Python\u5185\u7f6e\u7684\u8c03\u8bd5\u5de5\u5177\u6216\u8005IDE\u7684\u8c03\u8bd5\u529f\u80fd\uff0c\u5e2e\u52a9\u4f60\u5b9a\u4f4d\u95ee\u9898\u3002\u5bf9\u4e8e\u5e93\u7684\u4f7f\u7528\uff0c\u53ef\u4ee5\u67e5\u9605\u5b98\u65b9\u6587\u6863\u6216\u5728\u7ebf\u6559\u7a0b\uff0c\u83b7\u53d6\u76f8\u5173\u4fe1\u606f\u3002\u9879\u76ee\u7ba1\u7406\u65b9\u9762\uff0c\u4f7f\u7528\u7248\u672c\u63a7\u5236\u5de5\u5177\uff08\u5982Git\uff09\u53ef\u4ee5\u6709\u6548\u8ddf\u8e2a\u4fee\u6539\u548c\u534f\u4f5c\u3002<\/p>\n<p><strong>\u5982\u4f55\u5728Python\u9879\u76ee\u4e2d\u6709\u6548\u7ba1\u7406\u4f9d\u8d56\u5173\u7cfb\uff1f<\/strong><br \/>\u6709\u6548\u7ba1\u7406\u4f9d\u8d56\u5173\u7cfb\u662f\u786e\u4fddPython\u9879\u76ee\u987a\u5229\u8fd0\u884c\u7684\u91cd\u8981\u90e8\u5206\u3002\u901a\u5e38\u53ef\u4ee5\u4f7f\u7528<code>pip<\/code>\u548c<code>requirements.txt<\/code>\u6587\u4ef6\u6765\u7ba1\u7406\u9879\u76ee\u7684\u4f9d\u8d56\u5e93\u3002\u5728\u9879\u76ee\u5f00\u59cb\u65f6\uff0c\u4f7f\u7528<code>pip freeze &gt; requirements.txt<\/code>\u547d\u4ee4\u8bb0\u5f55\u5f53\u524d\u73af\u5883\u4e2d\u7684\u5e93\u3002\u786e\u4fdd\u5728\u5176\u4ed6\u73af\u5883\u4e2d\u4f7f\u7528<code>pip install -r requirements.txt<\/code>\u6765\u5b89\u88c5\u8fd9\u4e9b\u4f9d\u8d56\uff0c\u4ee5\u907f\u514d\u56e0\u7248\u672c\u4e0d\u4e00\u81f4\u800c\u5bfc\u81f4\u7684\u9519\u8bef\u3002\u4f7f\u7528\u865a\u62df\u73af\u5883\uff08\u5982<code>venv<\/code>\u6216<code>conda<\/code>\uff09\u4e5f\u662f\u4e00\u79cd\u5f88\u597d\u7684\u5b9e\u8df5\uff0c\u6709\u52a9\u4e8e\u9694\u79bb\u9879\u76ee\u4f9d\u8d56\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u5982\u4f55\u7528Python\u505a\u4e00\u4e2a\u9879\u76ee \u660e\u786e\u9879\u76ee\u76ee\u6807\u3001\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u548c\u5e93\u3001\u89c4\u5212\u9879\u76ee\u7ed3\u6784\u3001\u7f16\u5199\u4ee3\u7801\u548c\u6d4b\u8bd5\u3001\u6587\u6863\u7f16\u5199\u548c\u4f18\u5316 [&hellip;]","protected":false},"author":3,"featured_media":1078805,"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\/1078796"}],"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=1078796"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1078796\/revisions"}],"predecessor-version":[{"id":1078807,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1078796\/revisions\/1078807"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/1078805"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=1078796"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=1078796"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=1078796"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}