{"id":1144413,"date":"2025-01-08T22:59:30","date_gmt":"2025-01-08T14:59:30","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1144413.html"},"modified":"2025-01-08T22:59:35","modified_gmt":"2025-01-08T14:59:35","slug":"python%e4%b8%ad%e5%a6%82%e4%bd%95%e5%ae%89%e8%a3%85%e5%92%8c%e4%bd%bf%e7%94%a8%e7%ac%ac%e4%b8%89%e6%96%b9%e5%ba%93","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1144413.html","title":{"rendered":"python\u4e2d\u5982\u4f55\u5b89\u88c5\u548c\u4f7f\u7528\u7b2c\u4e09\u65b9\u5e93"},"content":{"rendered":"

\"python\u4e2d\u5982\u4f55\u5b89\u88c5\u548c\u4f7f\u7528\u7b2c\u4e09\u65b9\u5e93\"<\/p>\n

\u5728Python\u4e2d\uff0c\u5b89\u88c5\u548c\u4f7f\u7528\u7b2c\u4e09\u65b9\u5e93\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\u8fdb\u884c\uff1a\u5b89\u88c5pip\u3001\u4f7f\u7528pip\u5b89\u88c5\u7b2c\u4e09\u65b9\u5e93\u3001\u5bfc\u5165\u5e76\u4f7f\u7528\u5e93\u3002<\/strong> \u5176\u4e2d\uff0c\u5b89\u88c5pip\u662f\u6700\u57fa\u7840\u7684\u4e00\u6b65\uff0cpip\u662fPython\u7684\u5305\u7ba1\u7406\u5de5\u5177\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u5b89\u88c5\u3001\u66f4\u65b0\u548c\u5378\u8f7dPython\u5305\u3002\u4f7f\u7528pip\u5b89\u88c5\u5e93\u65f6\uff0c\u53ef\u4ee5\u901a\u8fc7\u547d\u4ee4\u884c\u6216\u7ec8\u7aef\u8f93\u5165\u7b80\u5355\u7684\u547d\u4ee4\u6765\u5b8c\u6210\u3002\u5b89\u88c5\u597d\u5e93\u4e4b\u540e\uff0c\u9700\u8981\u5728\u4ee3\u7801\u4e2d\u5bfc\u5165\u76f8\u5e94\u7684\u5e93\uff0c\u5e76\u6309\u7167\u5e93\u7684\u6587\u6863\u4f7f\u7528\u5176\u63d0\u4f9b\u7684\u529f\u80fd\u3002\u4ee5\u4e0b\u5185\u5bb9\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u6bcf\u4e00\u6b65\u9aa4\u4ee5\u53ca\u5176\u4e2d\u9700\u8981\u6ce8\u610f\u7684\u4e8b\u9879\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u5b89\u88c5pip<\/h2>\n<\/p>\n

1\u3001\u68c0\u67e5pip\u662f\u5426\u5df2\u5b89\u88c5<\/h3>\n<\/p>\n

\u5728\u5b89\u88c5\u7b2c\u4e09\u65b9\u5e93\u4e4b\u524d\uff0c\u9996\u5148\u9700\u8981\u786e\u8ba4\u662f\u5426\u5df2\u7ecf\u5b89\u88c5\u4e86pip\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u5728\u7ec8\u7aef\u6216\u547d\u4ee4\u884c\u4e2d\u68c0\u67e5\uff1a<\/p>\n<\/p>\n

pip --version<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5982\u679c\u8fd4\u56depip\u7684\u7248\u672c\u4fe1\u606f\uff0c\u8bf4\u660epip\u5df2\u7ecf\u5b89\u88c5\u3002\u5982\u679c\u6ca1\u6709\u5b89\u88c5\uff0c\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u5b89\u88c5pip\u3002<\/p>\n<\/p>\n
2\u3001\u5b89\u88c5pip<\/h3>\n<\/p>\n
2.1\u3001\u901a\u8fc7get-pip.py\u5b89\u88c5<\/h4>\n<\/p>\n
\u5982\u679c\u6ca1\u6709\u5b89\u88c5pip\uff0c\u53ef\u4ee5\u4f7f\u7528\u5b98\u65b9\u63d0\u4f9b\u7684get-pip.py\u811a\u672c\u8fdb\u884c\u5b89\u88c5\uff1a<\/p>\n<\/p>\n
curl https:\/\/bootstrap.pypa.io\/get-pip.py -o get-pip.py<\/p>\n
python get-pip.py<\/p>\n
<\/code><\/pre>\n<\/p>\n
2.2\u3001\u901a\u8fc7\u5305\u7ba1\u7406\u5de5\u5177\u5b89\u88c5<\/h4>\n<\/p>\n
\u5728\u4e0d\u540c\u7684\u64cd\u4f5c\u7cfb\u7edf\u4e0a\uff0c\u53ef\u4ee5\u4f7f\u7528\u5305\u7ba1\u7406\u5de5\u5177\u6765\u5b89\u88c5pip\u3002\u4f8b\u5982\uff0c\u5728Ubuntu\u4e0a\uff0c\u53ef\u4ee5\u4f7f\u7528apt\u547d\u4ee4\uff1a<\/p>\n<\/p>\n
sudo apt update<\/p>\n
sudo apt install python3-pip<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728Windows\u4e0a\uff0c\u53ef\u4ee5\u4e0b\u8f7d\u6700\u65b0\u7684Python\u5b89\u88c5\u5305\uff0c\u5b89\u88c5\u65f6\u9009\u62e9\u201cAdd Python to PATH\u201d\u9009\u9879\uff0cpip\u4f1a\u81ea\u52a8\u5b89\u88c5\u3002<\/p>\n<\/p>\n
\u4e8c\u3001\u4f7f\u7528pip\u5b89\u88c5\u7b2c\u4e09\u65b9\u5e93<\/h2>\n<\/p>\n
1\u3001\u57fa\u672c\u5b89\u88c5\u547d\u4ee4<\/h3>\n<\/p>\n
\u4f7f\u7528pip\u5b89\u88c5\u7b2c\u4e09\u65b9\u5e93\u975e\u5e38\u7b80\u5355\uff0c\u53ea\u9700\u8981\u5728\u7ec8\u7aef\u6216\u547d\u4ee4\u884c\u4e2d\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<\/p>\n
pip install \u5e93\u540d<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4f8b\u5982\uff0c\u5b89\u88c5\u5e38\u7528\u7684NumPy\u5e93\uff1a<\/p>\n<\/p>\n
pip install numpy<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u6307\u5b9a\u7248\u672c\u5b89\u88c5<\/h3>\n<\/p>\n
\u6709\u65f6\u9700\u8981\u5b89\u88c5\u7279\u5b9a\u7248\u672c\u7684\u5e93\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<\/p>\n
pip install \u5e93\u540d==\u7248\u672c\u53f7<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4f8b\u5982\uff0c\u5b89\u88c5NumPy\u76841.18.5\u7248\u672c\uff1a<\/p>\n<\/p>\n
pip install numpy==1.18.5<\/p>\n
<\/code><\/pre>\n<\/p>\n
3\u3001\u5347\u7ea7\u5e93<\/h3>\n<\/p>\n
\u5982\u679c\u9700\u8981\u5347\u7ea7\u5df2\u7ecf\u5b89\u88c5\u7684\u5e93\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<\/p>\n
pip install --upgrade \u5e93\u540d<\/p>\n
<\/code><\/pre>\n<\/p>\n
4\u3001\u5378\u8f7d\u5e93<\/h3>\n<\/p>\n
\u5982\u679c\u4e0d\u518d\u9700\u8981\u67d0\u4e2a\u5e93\uff0c\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u5378\u8f7d\uff1a<\/p>\n<\/p>\n
pip uninstall \u5e93\u540d<\/p>\n
<\/code><\/pre>\n<\/p>\n
5\u3001\u4f7f\u7528requirements.txt\u6587\u4ef6<\/h3>\n<\/p>\n
\u5728\u5f00\u53d1\u56e2\u961f\u4e2d\uff0c\u7ecf\u5e38\u9700\u8981\u7edf\u4e00\u5b89\u88c5\u591a\u4e2a\u4f9d\u8d56\u5e93\uff0c\u53ef\u4ee5\u4f7f\u7528requirements.txt\u6587\u4ef6\u6765\u7ba1\u7406\uff1a<\/p>\n<\/p>\n
pip install -r requirements.txt<\/p>\n
<\/code><\/pre>\n<\/p>\n
requirements.txt\u6587\u4ef6\u4e2d\u5217\u51fa\u6240\u6709\u9700\u8981\u7684\u5e93\u53ca\u5176\u7248\u672c\uff1a<\/p>\n<\/p>\n
numpy==1.18.5<\/p>\n
pandas==1.0.3<\/p>\n
scipy==1.4.1<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4e09\u3001\u5bfc\u5165\u5e76\u4f7f\u7528\u5e93<\/h2>\n<\/p>\n
1\u3001\u5bfc\u5165\u5e93<\/h3>\n<\/p>\n
\u5b89\u88c5\u597d\u5e93\u4e4b\u540e\uff0c\u9700\u8981\u5728\u4ee3\u7801\u4e2d\u5bfc\u5165\u624d\u80fd\u4f7f\u7528\u3002\u5bfc\u5165\u5e93\u7684\u8bed\u6cd5\u5982\u4e0b\uff1a<\/p>\n<\/p>\n
import \u5e93\u540d<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4f8b\u5982\uff0c\u5bfc\u5165NumPy\u5e93\uff1a<\/p>\n<\/p>\n
import numpy as np<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u4f7f\u7528\u5e93<\/h3>\n<\/p>\n
\u5bfc\u5165\u5e93\u4e4b\u540e\uff0c\u53ef\u4ee5\u6309\u7167\u5e93\u7684\u6587\u6863\u4f7f\u7528\u5176\u63d0\u4f9b\u7684\u529f\u80fd\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u4f7f\u7528NumPy\u5e93\u8fdb\u884c\u77e9\u9635\u8fd0\u7b97\u7684\u7b80\u5355\u793a\u4f8b\uff1a<\/p>\n<\/p>\n
import numpy as np<\/p>\n
\u521b\u5efa\u4e00\u4e2a2x2\u7684\u77e9\u9635<\/strong><\/h2>\n
matrix = np.array([[1, 2], [3, 4]])<\/p>\n
\u8ba1\u7b97\u77e9\u9635\u7684\u9006<\/strong><\/h2>\n
inverse_matrix = np.linalg.inv(matrix)<\/p>\n
print("Original Matrix:")<\/p>\n
print(matrix)<\/p>\n
print("Inverse Matrix:")<\/p>\n
print(inverse_matrix)<\/p>\n
<\/code><\/pre>\n<\/p>\n
3\u3001\u67e5\u770b\u5e93\u6587\u6863<\/h3>\n<\/p>\n
\u5927\u591a\u6570\u7b2c\u4e09\u65b9\u5e93\u90fd\u6709\u8be6\u7ec6\u7684\u6587\u6863\uff0c\u4ecb\u7ecd\u4e86\u5e93\u7684\u529f\u80fd\u548c\u4f7f\u7528\u65b9\u6cd5\u3002\u4f8b\u5982\uff0cNumPy\u7684\u5b98\u65b9\u6587\u6863\u53ef\u4ee5\u5728\u4ee5\u4e0b\u7f51\u5740\u627e\u5230\uff1a<\/p>\n<\/p>\n
NumPy Documentation<\/a><\/p>\n<\/p>\n
\u901a\u8fc7\u9605\u8bfb\u6587\u6863\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u7406\u89e3\u548c\u4f7f\u7528\u5e93\u3002<\/p>\n<\/p>\n
\u56db\u3001\u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u51b3\u65b9\u6cd5<\/h2>\n<\/p>\n
1\u3001pip\u7248\u672c\u95ee\u9898<\/h3>\n<\/p>\n
\u6709\u65f6\u53ef\u80fd\u4f1a\u9047\u5230pip\u7248\u672c\u8fc7\u65e7\u7684\u95ee\u9898\uff0c\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u5347\u7ea7pip\uff1a<\/p>\n<\/p>\n
pip install --upgrade pip<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u5b89\u88c5\u5e93\u65f6\u9047\u5230\u6743\u9650\u95ee\u9898<\/h3>\n<\/p>\n
\u5b89\u88c5\u5e93\u65f6\uff0c\u5982\u679c\u9047\u5230\u6743\u9650\u95ee\u9898\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\uff0c\u4ee5\u7ba1\u7406\u5458\u6743\u9650\u5b89\u88c5\u5e93\uff1a<\/p>\n<\/p>\n
sudo pip install \u5e93\u540d<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728Windows\u4e0a\uff0c\u53ef\u4ee5\u53f3\u952e\u70b9\u51fb\u547d\u4ee4\u63d0\u793a\u7b26\uff0c\u9009\u62e9\u201c\u4ee5\u7ba1\u7406\u5458\u8eab\u4efd\u8fd0\u884c\u201d\u540e\u518d\u5b89\u88c5\u5e93\u3002<\/p>\n<\/p>\n
3\u3001\u7f51\u7edc\u95ee\u9898<\/h3>\n<\/p>\n
\u5982\u679c\u5b89\u88c5\u5e93\u65f6\u9047\u5230\u7f51\u7edc\u95ee\u9898\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u4f7f\u7528\u56fd\u5185\u7684\u955c\u50cf\u6e90\uff0c\u4f8b\u5982\uff1a<\/p>\n<\/p>\n
pip install \u5e93\u540d -i https:\/\/pypi.tuna.tsinghua.edu.cn\/simple<\/p>\n
<\/code><\/pre>\n<\/p>\n
4\u3001\u4f9d\u8d56\u51b2\u7a81<\/h3>\n<\/p>\n
\u6709\u65f6\u5b89\u88c5\u67d0\u4e2a\u5e93\u65f6\uff0c\u53ef\u80fd\u4f1a\u9047\u5230\u4f9d\u8d56\u51b2\u7a81\u7684\u95ee\u9898\u3002\u53ef\u4ee5\u4f7f\u7528virtualenv\u521b\u5efa\u865a\u62df\u73af\u5883\uff0c\u9694\u79bb\u4e0d\u540c\u9879\u76ee\u7684\u4f9d\u8d56\uff1a<\/p>\n<\/p>\n
pip install virtualenv<\/p>\n
virtualenv myenv<\/p>\n
source myenv\/bin\/activate  # \u5728Windows\u4e0a\u4f7f\u7528 myenv\\Scripts\\activate<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728\u6fc0\u6d3b\u7684\u865a\u62df\u73af\u5883\u4e2d\u5b89\u88c5\u5e93\uff0c\u907f\u514d\u4f9d\u8d56\u51b2\u7a81\u3002<\/p>\n<\/p>\n
\u4e94\u3001\u603b\u7ed3<\/h2>\n<\/p>\n
\u5728Python\u4e2d\uff0c\u5b89\u88c5\u548c\u4f7f\u7528\u7b2c\u4e09\u65b9\u5e93\u662f\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u975e\u5e38\u91cd\u8981\u7684\u4e00\u90e8\u5206\u3002\u901a\u8fc7\u5b89\u88c5pip\u3001\u4f7f\u7528pip\u547d\u4ee4\u5b89\u88c5\u548c\u7ba1\u7406\u5e93\u3001\u5bfc\u5165\u5e76\u4f7f\u7528\u5e93\uff0c\u53ef\u4ee5\u5927\u5927\u63d0\u9ad8\u5f00\u53d1\u6548\u7387\u3002\u5728\u5b9e\u9645\u5f00\u53d1\u4e2d\uff0c\u9047\u5230\u95ee\u9898\u65f6\uff0c\u53ef\u4ee5\u901a\u8fc7\u67e5\u9605\u5b98\u65b9\u6587\u6863\u3001\u641c\u7d22\u76f8\u5173\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6cd5\u6765\u89e3\u51b3\u3002\u5e0c\u671b\u901a\u8fc7\u672c\u6587\u7684\u4ecb\u7ecd\uff0c\u80fd\u591f\u5e2e\u52a9\u5927\u5bb6\u66f4\u597d\u5730\u638c\u63e1\u5982\u4f55\u5728Python\u4e2d\u5b89\u88c5\u548c\u4f7f\u7528\u7b2c\u4e09\u65b9\u5e93\u3002<\/p>\n<\/p>\n
\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
 \u5728Python\u4e2d\uff0c\u5982\u4f55\u627e\u5230\u5e76\u9009\u62e9\u5408\u9002\u7684\u7b2c\u4e09\u65b9\u5e93\uff1f<\/strong>
\u5728Python\u4e2d\uff0c\u6709\u591a\u4e2a\u8d44\u6e90\u53ef\u4f9b\u67e5\u627e\u7b2c\u4e09\u65b9\u5e93\u3002\u6700\u5e38\u7528\u7684\u662fPython Package Index\uff08PyPI\uff09\uff0c\u8fd9\u662f\u4e00\u4e2a\u5b58\u653e\u5404\u79cdPython\u5e93\u7684\u5b98\u65b9\u4ed3\u5e93\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u8bbf\u95eepypi.org<\/a>\u6765\u6d4f\u89c8\u548c\u641c\u7d22\u5e93\u3002\u9009\u62e9\u5e93\u65f6\uff0c\u53ef\u4ee5\u67e5\u770b\u5e93\u7684\u6587\u6863\u3001\u4f7f\u7528\u6848\u4f8b\u3001\u7ef4\u62a4\u72b6\u6001\u548c\u7528\u6237\u8bc4\u4ef7\u7b49\u4fe1\u606f\uff0c\u4ee5\u786e\u4fdd\u5176\u9002\u5408\u81ea\u5df1\u7684\u9879\u76ee\u9700\u6c42\u3002<\/p>\n
\u5982\u4f55\u68c0\u67e5\u5df2\u5b89\u88c5\u7684\u7b2c\u4e09\u65b9\u5e93\u7248\u672c\uff1f<\/strong>
\u8981\u68c0\u67e5\u5df2\u5b89\u88c5\u7684\u7b2c\u4e09\u65b9\u5e93\u7248\u672c\uff0c\u53ef\u4ee5\u4f7f\u7528\u547d\u4ee4\u884c\u5de5\u5177\u3002\u5728\u7ec8\u7aef\u6216\u547d\u4ee4\u63d0\u793a\u7b26\u4e2d\u8f93\u5165pip list<\/code>\uff0c\u8be5\u547d\u4ee4\u4f1a\u5217\u51fa\u6240\u6709\u5df2\u5b89\u88c5\u7684\u5e93\u53ca\u5176\u7248\u672c\u53f7\u3002\u6b64\u5916\uff0c\u4f7f\u7528pip show <\u5e93\u540d><\/code>\u547d\u4ee4\u4e5f\u53ef\u4ee5\u83b7\u53d6\u7279\u5b9a\u5e93\u7684\u8be6\u7ec6\u4fe1\u606f\uff0c\u5305\u62ec\u7248\u672c\u3001\u5b89\u88c5\u4f4d\u7f6e\u548c\u4f9d\u8d56\u5173\u7cfb\u7b49\u3002<\/p>\n
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