{"id":1155289,"date":"2025-01-13T18:01:38","date_gmt":"2025-01-13T10:01:38","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1155289.html"},"modified":"2025-01-13T18:01:40","modified_gmt":"2025-01-13T10:01:40","slug":"python%e5%a6%82%e4%bd%95%e6%94%be%e5%88%b0%e5%85%8d%e8%b4%b9%e4%ba%91","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1155289.html","title":{"rendered":"Python\u5982\u4f55\u653e\u5230\u514d\u8d39\u4e91"},"content":{"rendered":"

\"Python\u5982\u4f55\u653e\u5230\u514d\u8d39\u4e91\"<\/p>\n

Python\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u653e\u5230\u514d\u8d39\u4e91\u4e0a\u8fd0\u884c\uff0c\u5982\u5229\u7528Google Colab\u3001Heroku\u3001GitHub Pages\u3001Repl.it\u7b49\u3002\u4f60\u53ef\u4ee5\u9009\u62e9\u9002\u5408\u81ea\u5df1\u7684\u5e73\u53f0\uff0c\u8fd9\u4e9b\u5e73\u53f0\u90fd\u63d0\u4f9b\u4e86\u514d\u8d39\u5c42\u7ea7\u7684\u670d\u52a1\uff0c\u53ef\u4ee5\u652f\u6301Python\u4ee3\u7801\u7684\u8fd0\u884c\u3001\u90e8\u7f72\u548c\u5c55\u793a\u3002<\/strong> \u5176\u4e2d\uff0cGoogle Colab\u5bf9\u4e8e\u9700\u8981\u8fdb\u884c\u6570\u636e\u5206\u6790\u548c\u673a\u5668\u5b66\u4e60<\/a>\u7684\u7528\u6237\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u9009\u62e9\uff0c\u56e0\u4e3a\u5b83\u63d0\u4f9b\u4e86\u514d\u8d39\u7684GPU\u652f\u6301\uff1b\u800cHeroku\u5219\u66f4\u9002\u5408\u90e8\u7f72Web\u5e94\u7528\u3002\u4e0b\u9762\u6211\u4eec\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u5728\u8fd9\u4e9b\u5e73\u53f0\u4e0a\u8fd0\u884c\u548c\u90e8\u7f72Python\u4ee3\u7801\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u4f7f\u7528Google Colab<\/h3>\n<\/p>\n

1.1 \u521b\u5efa\u5e76\u8fd0\u884cPython\u811a\u672c<\/h4>\n<\/p>\n

Google Colab\u662f\u7531Google\u63d0\u4f9b\u7684\u4e00\u4e2a\u514d\u8d39\u7684\u5728\u7ebfJupyter Notebook\u73af\u5883\u3002\u5b83\u5141\u8bb8\u4f60\u5728\u4e91\u7aef\u8fd0\u884cPython\u4ee3\u7801\uff0c\u5e76\u63d0\u4f9b\u4e86\u514d\u8d39\u7684GPU\u652f\u6301\uff0c\u5bf9\u4e8e\u6570\u636e\u5206\u6790\u548c\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u975e\u5e38\u6709\u7528\u3002<\/p>\n<\/p>\n

    \n
  1. \u6253\u5f00Google Colab\u7f51\u7ad9\uff08colab.research.google.com\uff09\u3002<\/li>\n
  2. \u767b\u5f55\u4f60\u7684Google\u8d26\u6237\u3002<\/li>\n
  3. \u70b9\u51fb\u201c\u65b0\u5efa\u7b14\u8bb0\u672c\u201d\u6309\u94ae\uff0c\u521b\u5efa\u4e00\u4e2a\u65b0\u7684Colab\u7b14\u8bb0\u672c\u3002<\/li>\n
  4. \u5728\u65b0\u7684\u7b14\u8bb0\u672c\u4e2d\uff0c\u4f60\u53ef\u4ee5\u50cf\u5728\u672c\u5730Jupyter Notebook\u4e2d\u4e00\u6837\u7f16\u5199\u548c\u8fd0\u884cPython\u4ee3\u7801\u3002<\/li>\n<\/ol>\n

    # \u793a\u4f8b\u4ee3\u7801<\/p>\n
    import numpy as np<\/p>\n
    import pandas as pd<\/p>\n
    \u521b\u5efa\u4e00\u4e2a\u6570\u636e\u6846<\/strong><\/h2>\n
    df = pd.DataFrame({<\/p>\n
        'A': np.random.rand(5),<\/p>\n
        'B': np.random.rand(5)<\/p>\n
    })<\/p>\n
    \u6253\u5370\u6570\u636e\u6846<\/strong><\/h2>\n
    print(df)<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    1.2 \u4f7f\u7528GPU\u52a0\u901f<\/h4>\n<\/p>\n
    Google Colab\u63d0\u4f9b\u4e86\u514d\u8d39\u7684GPU\u652f\u6301\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u542f\u7528GPU\uff1a<\/p>\n<\/p>\n
      \n
    1. \u70b9\u51fb\u201c\u4ee3\u7801\u6267\u884c\u7a0b\u5e8f\u201d -> \u201c\u66f4\u6539\u8fd0\u884c\u65f6\u7c7b\u578b\u201d\u3002<\/li>\n
    2. \u5728\u201c\u786c\u4ef6\u52a0\u901f\u5668\u201d\u4e0b\u62c9\u83dc\u5355\u4e2d\u9009\u62e9\u201cGPU\u201d\u3002<\/li>\n
    3. \u70b9\u51fb\u201c\u4fdd\u5b58\u201d\u6309\u94ae\u3002<\/li>\n<\/ol>\n
      \u542f\u7528GPU\u540e\uff0c\u4f60\u53ef\u4ee5\u5728\u4ee3\u7801\u4e2d\u4f7f\u7528TensorFlow\u6216PyTorch\u7b49\u5e93\u8fdb\u884cGPU\u52a0\u901f\u7684\u8ba1\u7b97\u3002<\/p>\n<\/p>\n
      \u4e8c\u3001\u4f7f\u7528Heroku<\/h3>\n<\/p>\n
      Heroku\u662f\u4e00\u4e2a\u652f\u6301\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u7684\u4e91\u5e73\u53f0\u5373\u670d\u52a1\uff08PaaS\uff09\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u5b83\u6765\u90e8\u7f72Python Web\u5e94\u7528\u3002Heroku\u63d0\u4f9b\u4e86\u514d\u8d39\u7684\u5c42\u7ea7\uff0c\u8ba9\u4f60\u53ef\u4ee5\u514d\u8d39\u90e8\u7f72\u548c\u8fd0\u884c\u5e94\u7528\u3002<\/p>\n<\/p>\n
      2.1 \u5b89\u88c5Heroku CLI<\/h4>\n<\/p>\n
      \u9996\u5148\uff0c\u4f60\u9700\u8981\u5b89\u88c5Heroku CLI\uff08\u547d\u4ee4\u884c\u754c\u9762\uff09\u3002\u4f60\u53ef\u4ee5\u5728Heroku\u5b98\u65b9\u7f51\u7ad9\uff08https:\/\/devcenter.heroku.com\/articles\/heroku-cli\uff09\u4e0a\u627e\u5230\u5b89\u88c5\u6307\u5357\u3002<\/a><\/p>\n<\/p>\n
      2.2 \u521b\u5efa\u4e00\u4e2aPython Web\u5e94\u7528<\/h4>\n<\/p>\n
      \u4f60\u53ef\u4ee5\u4f7f\u7528Flask\u6216Django\u7b49Web\u6846\u67b6\u521b\u5efa\u4e00\u4e2a\u7b80\u5355\u7684Python Web\u5e94\u7528\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u4f7f\u7528Flask\u521b\u5efa\u7684\u793a\u4f8b\u5e94\u7528\uff1a<\/p>\n<\/p>\n
      # app.py<\/p>\n
      from flask import Flask<\/p>\n
      app = Flask(__name__)<\/p>\n
      @app.route('\/')<\/p>\n
      def hello():<\/p>\n
          return 'Hello, World!'<\/p>\n
      if __name__ == '__mAI<\/a>n__':<\/p>\n
          app.run()<\/p>\n
      <\/code><\/pre>\n<\/p>\n
      2.3 \u90e8\u7f72\u5230Heroku<\/h4>\n<\/p>\n
        \n
      1. \u521b\u5efa\u4e00\u4e2a\u540d\u4e3a\u201cProcfile\u201d\u7684\u6587\u4ef6\uff0c\u5185\u5bb9\u5982\u4e0b\uff1a<\/li>\n<\/ol>\n
        web: python app.py<\/p>\n
        <\/code><\/pre>\n<\/p>\n
          \n
        1. \u521b\u5efa\u4e00\u4e2a\u540d\u4e3a\u201crequirements.txt\u201d\u7684\u6587\u4ef6\uff0c\u5217\u51fa\u4f60\u7684\u5e94\u7528\u6240\u9700\u7684\u6240\u6709\u4f9d\u8d56\u5e93\uff1a<\/li>\n<\/ol>\n
          Flask==2.0.1<\/p>\n
          <\/code><\/pre>\n<\/p>\n
            \n
          1. \u521d\u59cb\u5316\u4e00\u4e2aGit\u4ed3\u5e93\uff0c\u5e76\u5c06\u4ee3\u7801\u63d0\u4ea4\u5230Git\uff1a<\/li>\n<\/ol>\n
            git init<\/p>\n
            git add .<\/p>\n
            git commit -m "Initial commit"<\/p>\n
            <\/code><\/pre>\n<\/p>\n
              \n
            1. \u767b\u5f55Heroku\u5e76\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u5e94\u7528\uff1a<\/li>\n<\/ol>\n
              heroku login<\/p>\n
              heroku create<\/p>\n
              <\/code><\/pre>\n<\/p>\n
                \n
              1. \u5c06\u4ee3\u7801\u63a8\u9001\u5230Heroku\uff1a<\/li>\n<\/ol>\n
                git push heroku master<\/p>\n
                <\/code><\/pre>\n<\/p>\n
                  \n
                1. \u6253\u5f00\u4f60\u5728Heroku\u4e0a\u521b\u5efa\u7684\u5e94\u7528\uff1a<\/li>\n<\/ol>\n
                  heroku open<\/p>\n
                  <\/code><\/pre>\n<\/p>\n
                  \u73b0\u5728\uff0c\u4f60\u7684Python Web\u5e94\u7528\u5df2\u7ecf\u6210\u529f\u90e8\u7f72\u5230Heroku\u4e0a\u4e86\u3002<\/p>\n<\/p>\n
                  \u4e09\u3001\u4f7f\u7528GitHub Pages<\/h3>\n<\/p>\n
                  GitHub Pages\u901a\u5e38\u7528\u4e8e\u6258\u7ba1\u9759\u6001\u7f51\u7ad9\uff0c\u4f46\u4f60\u53ef\u4ee5\u901a\u8fc7\u7ed3\u5408Jupyter Notebook\u548cJekyll\u7b49\u5de5\u5177\u6765\u5c55\u793aPython\u4ee3\u7801\u548c\u7ed3\u679c\u3002<\/p>\n<\/p>\n
                  3.1 \u521b\u5efaJupyter Notebook<\/h4>\n<\/p>\n
                  \u9996\u5148\uff0c\u521b\u5efa\u4e00\u4e2aJupyter Notebook\u5e76\u7f16\u5199\u4f60\u7684Python\u4ee3\u7801\u3002\u7136\u540e\u5c06Notebook\u6587\u4ef6\uff08.ipynb\uff09\u4fdd\u5b58\u5230\u4f60\u7684GitHub\u4ed3\u5e93\u4e2d\u3002<\/p>\n<\/p>\n
                  3.2 \u4f7f\u7528Jekyll\u751f\u6210\u9759\u6001\u7f51\u7ad9<\/h4>\n<\/p>\n
                  \u4f60\u53ef\u4ee5\u4f7f\u7528Jekyll\u5c06\u4f60\u7684Jupyter Notebook\u8f6c\u6362\u4e3a\u9759\u6001\u7f51\u9875\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n
                    \n
                  1. \u5728\u4f60\u7684GitHub\u4ed3\u5e93\u4e2d\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a\u201c_posts\u201d\u7684\u76ee\u5f55\uff0c\u5e76\u5c06\u4f60\u7684Jupyter Notebook\u6587\u4ef6\u653e\u5165\u5176\u4e2d\u3002<\/li>\n
                  2. \u521b\u5efa\u4e00\u4e2a\u540d\u4e3a\u201cGemfile\u201d\u7684\u6587\u4ef6\uff0c\u5185\u5bb9\u5982\u4e0b\uff1a<\/li>\n<\/ol>\n
                    source 'https:\/\/rubygems.org'<\/p>\n
                    gem 'github-pages', group: :jekyll_plugins<\/p>\n
                    <\/code><\/pre>\n<\/p>\n
                      \n
                    1. \u521b\u5efa\u4e00\u4e2a\u540d\u4e3a\u201c_config.yml\u201d\u7684\u6587\u4ef6\uff0c\u5185\u5bb9\u5982\u4e0b\uff1a<\/li>\n<\/ol>\n
                      theme: minima<\/p>\n
                      plugins:<\/p>\n
                        - jekyll-jupyter-notebook<\/p>\n
                      <\/code><\/pre>\n<\/p>\n
                        \n
                      1. \u521b\u5efa\u4e00\u4e2a\u540d\u4e3a\u201cindex.md\u201d\u7684\u6587\u4ef6\uff0c\u5185\u5bb9\u5982\u4e0b\uff1a<\/li>\n<\/ol>\n
                        ---<\/p>\n
                        layout: default<\/p>\n
                        ---<\/p>\n
                        {% for post in site.posts %}<\/p>\n
                          <h2>{{ post.title }}<\/h2><\/p>\n
                          <p>{{ post.excerpt }}<\/p><\/p>\n
                          <a href="{{ post.url }}">Read more<\/a><\/p>\n
                        {% endfor %}<\/p>\n
                        <\/code><\/pre>\n<\/p>\n
                          \n
                        1. \u63d0\u4ea4\u4ee3\u7801\u5e76\u63a8\u9001\u5230GitHub\uff1a<\/li>\n<\/ol>\n
                          git add .<\/p>\n
                          git commit -m "Initial commit"<\/p>\n
                          git push origin master<\/p>\n
                          <\/code><\/pre>\n<\/p>\n
                            \n
                          1. \u5728\u4f60\u7684GitHub\u4ed3\u5e93\u7684\u8bbe\u7f6e\u4e2d\u542f\u7528GitHub Pages\uff0c\u5e76\u9009\u62e9\u201cmaster branch\u201d\u4f5c\u4e3a\u6e90\u3002<\/li>\n<\/ol>\n
                            \u73b0\u5728\uff0c\u4f60\u7684Jupyter Notebook\u5df2\u7ecf\u8f6c\u6362\u4e3a\u9759\u6001\u7f51\u9875\uff0c\u5e76\u6258\u7ba1\u5728GitHub Pages\u4e0a\u4e86\u3002<\/p>\n<\/p>\n
                            \u56db\u3001\u4f7f\u7528Repl.it<\/h3>\n<\/p>\n
                            Repl.it\u662f\u4e00\u4e2a\u5728\u7ebf\u7f16\u7a0b\u73af\u5883\uff0c\u652f\u6301\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\uff0c\u5305\u62ecPython\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528Repl.it\u6765\u7f16\u5199\u3001\u8fd0\u884c\u548c\u5206\u4eabPython\u4ee3\u7801\u3002<\/p>\n<\/p>\n
                            4.1 \u521b\u5efa\u4e00\u4e2a\u65b0\u7684Repl<\/h4>\n<\/p>\n
                              \n
                            1. \u6253\u5f00Repl.it\u7f51\u7ad9\uff08repl.it\uff09\u3002<\/li>\n
                            2. \u767b\u5f55\u4f60\u7684\u8d26\u6237\u3002<\/li>\n
                            3. \u70b9\u51fb\u201c\u65b0\u5efaRepl\u201d\u6309\u94ae\uff0c\u9009\u62e9\u201cPython\u201d\u4f5c\u4e3a\u8bed\u8a00\u3002<\/li>\n<\/ol>\n
                              4.2 \u7f16\u5199\u548c\u8fd0\u884cPython\u4ee3\u7801<\/h4>\n<\/p>\n
                              \u5728Repl.it\u4e2d\uff0c\u4f60\u53ef\u4ee5\u50cf\u5728\u672c\u5730\u7f16\u5199Python\u4ee3\u7801\u4e00\u6837\u7f16\u5199\u548c\u8fd0\u884c\u4ee3\u7801\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\uff1a<\/p>\n<\/p>\n
                              print("Hello, World!")<\/p>\n
                              <\/code><\/pre>\n<\/p>\n
                              \u70b9\u51fb\u201c\u8fd0\u884c\u201d\u6309\u94ae\uff0cRepl.it\u5c06\u4f1a\u8fd0\u884c\u4f60\u7684\u4ee3\u7801\u5e76\u663e\u793a\u8f93\u51fa\u3002<\/p>\n<\/p>\n
                              4.3 \u5206\u4eab\u4f60\u7684Repl<\/h4>\n<\/p>\n
                              \u4f60\u53ef\u4ee5\u901a\u8fc7\u5206\u4eabRepl\u7684URL\u6765\u4e0e\u4ed6\u4eba\u5206\u4eab\u4f60\u7684\u4ee3\u7801\u3002\u70b9\u51fb\u201c\u5206\u4eab\u201d\u6309\u94ae\uff0c\u590d\u5236URL\u5e76\u53d1\u9001\u7ed9\u4f60\u7684\u670b\u53cb\u6216\u540c\u4e8b\uff0c\u4ed6\u4eec\u53ef\u4ee5\u5728\u6d4f\u89c8\u5668\u4e2d\u67e5\u770b\u548c\u8fd0\u884c\u4f60\u7684\u4ee3\u7801\u3002<\/p>\n<\/p>\n
                              \u603b\u7ed3<\/h3>\n<\/p>\n
                              \u5c06Python\u4ee3\u7801\u653e\u5230\u514d\u8d39\u4e91\u4e0a\u8fd0\u884c\u6709\u591a\u79cd\u9009\u62e9\uff0c\u6bcf\u79cd\u9009\u62e9\u90fd\u6709\u5176\u72ec\u7279\u7684\u4f18\u52bf\u3002Google Colab\u9002\u5408\u6570\u636e\u5206\u6790\u548c\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u3001Heroku\u9002\u5408\u90e8\u7f72Web\u5e94\u7528\u3001GitHub Pages\u9002\u5408\u5c55\u793a\u9759\u6001\u7f51\u9875\u3001Repl.it\u9002\u5408\u5728\u7ebf\u7f16\u5199\u548c\u5206\u4eab\u4ee3\u7801<\/strong>\u3002\u4f60\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u5e73\u53f0\u3002\u901a\u8fc7\u8fd9\u4e9b\u5e73\u53f0\uff0c\u4f60\u53ef\u4ee5\u5145\u5206\u5229\u7528\u4e91\u8ba1\u7b97\u8d44\u6e90\uff0c\u8f7b\u677e\u5730\u8fd0\u884c\u548c\u5206\u4eabPython\u4ee3\u7801\u3002<\/p>\n<\/p>\n
                              \u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
                               \u5982\u4f55\u5c06Python\u5e94\u7528\u7a0b\u5e8f\u90e8\u7f72\u5230\u514d\u8d39\u7684\u4e91\u5e73\u53f0\uff1f<\/strong>
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