{"id":944841,"date":"2024-12-26T23:14:42","date_gmt":"2024-12-26T15:14:42","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/944841.html"},"modified":"2024-12-26T23:14:46","modified_gmt":"2024-12-26T15:14:46","slug":"python-%e5%a6%82%e4%bd%95%e5%8a%a0%e8%bd%bd%e5%8f%98%e9%87%8f","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/944841.html","title":{"rendered":"python \u5982\u4f55\u52a0\u8f7d\u53d8\u91cf"},"content":{"rendered":"

\"python<\/p>\n

Python\u52a0\u8f7d\u53d8\u91cf\u7684\u65b9\u5f0f\u5305\u62ec\u901a\u8fc7\u6587\u4ef6\u3001\u73af\u5883\u53d8\u91cf\u3001\u6570\u636e\u5e93\u3001\u5e8f\u5217\u5316\u5de5\u5177\u7b49\u65b9\u5f0f\u8fdb\u884c\u52a0\u8f7d\u3002<\/strong>\u5176\u4e2d\uff0c\u6587\u4ef6\u52a0\u8f7d<\/strong>\u662f\u6700\u5e38\u7528\u7684\u65b9\u6cd5\u4e4b\u4e00\u3002\u5b83\u901a\u5e38\u6d89\u53ca\u4ece\u6587\u672c\u6587\u4ef6\u3001JSON\u3001YAML\u6216CSV\u6587\u4ef6\u4e2d\u8bfb\u53d6\u6570\u636e\uff0c\u5e76\u5c06\u5176\u5206\u914d\u7ed9\u53d8\u91cf\u3002\u901a\u8fc7\u6587\u4ef6\u52a0\u8f7d\u53d8\u91cf\u53ef\u4ee5\u4f7f\u4ee3\u7801\u66f4\u52a0\u6a21\u5757\u5316\u548c\u53ef\u7ba1\u7406\u3002\u4f8b\u5982\uff0c\u4eceJSON\u6587\u4ef6\u4e2d\u8bfb\u53d6\u914d\u7f6e\u53c2\u6570\uff0c\u53ef\u4ee5\u4f7f\u4ee3\u7801\u66f4\u6613\u4e8e\u7ef4\u62a4\u548c\u66f4\u65b0\u3002\u4e0b\u9762\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4ece\u6587\u4ef6\u4e2d\u52a0\u8f7d\u53d8\u91cf\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u901a\u8fc7\u6587\u4ef6\u52a0\u8f7d\u53d8\u91cf<\/p>\n<\/p>\n

    \n
  1. \n

    \u8bfb\u53d6\u6587\u672c\u6587\u4ef6<\/strong><\/p>\n<\/p>\n

    \u6587\u672c\u6587\u4ef6\u662f\u6700\u7b80\u5355\u7684\u6587\u4ef6\u683c\u5f0f\u4e4b\u4e00\uff0c\u7528\u4e8e\u5b58\u50a8\u5b57\u7b26\u4e32\u6570\u636e\u3002\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u5185\u7f6e\u7684open<\/code>\u51fd\u6570\u6765\u8bfb\u53d6\u6587\u672c\u6587\u4ef6\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\uff0c\u5c55\u793a\u5982\u4f55\u4ece\u6587\u672c\u6587\u4ef6\u4e2d\u52a0\u8f7d\u53d8\u91cf\uff1a<\/p>\n<\/p>\n

    with open('data.txt', 'r') as file:<\/p>\n
        data = file.read()<\/p>\n
    print(data)<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    \u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0copen<\/code>\u51fd\u6570\u4ee5\u53ea\u8bfb\u6a21\u5f0f\uff08'r'\uff09\u6253\u5f00data.txt<\/code>\u6587\u4ef6\uff0c\u5e76\u4f7f\u7528read<\/code>\u65b9\u6cd5\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9\uff0c\u5c06\u5176\u5b58\u50a8\u5728\u53d8\u91cfdata<\/code>\u4e2d\u3002<\/p>\n<\/p>\n<\/li>\n
  2. \n
    \u8bfb\u53d6JSON\u6587\u4ef6<\/strong><\/p>\n<\/p>\n
    JSON\uff08JavaScript Object Notation\uff09\u662f\u4e00\u79cd\u8f7b\u91cf\u7ea7\u7684\u6570\u636e\u4ea4\u6362\u683c\u5f0f\uff0c\u6613\u4e8e\u4eba\u7c7b\u9605\u8bfb\u548c\u7f16\u5199\u3002\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528json<\/code>\u6a21\u5757\u6765\u5904\u7406JSON\u6587\u4ef6\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff1a<\/p>\n<\/p>\n
    import json<\/p>\n
    with open('config.json', 'r') as file:<\/p>\n
        config_data = json.load(file)<\/p>\n
    print(config_data)<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    \u8fd9\u91cc\u4f7f\u7528json.load<\/code>\u65b9\u6cd5\u5c06JSON\u6587\u4ef6\u4e2d\u7684\u6570\u636e\u89e3\u6790\u4e3aPython\u5b57\u5178\u683c\u5f0f\uff0c\u65b9\u4fbf\u540e\u7eed\u8bbf\u95ee\u3002<\/p>\n<\/p>\n<\/li>\n
  3. \n
    \u8bfb\u53d6YAML\u6587\u4ef6<\/strong><\/p>\n<\/p>\n
    YAML\uff08YAML AI<\/a>n't Markup Language\uff09\u662f\u4e00\u79cd\u4e13\u95e8\u7528\u4e8e\u914d\u7f6e\u6587\u4ef6\u7684\u683c\u5f0f\uff0c\u5177\u6709\u826f\u597d\u7684\u53ef\u8bfb\u6027\u3002Python\u53ef\u4ee5\u4f7f\u7528PyYAML<\/code>\u5e93\u6765\u8bfb\u53d6YAML\u6587\u4ef6\uff1a<\/p>\n<\/p>\n
    import yaml<\/p>\n
    with open('config.yaml', 'r') as file:<\/p>\n
        config_data = yaml.SAFe<\/a>_load(file)<\/p>\n
    print(config_data)<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    yaml.safe_load<\/code>\u65b9\u6cd5\u7528\u4e8e\u5b89\u5168\u5730\u52a0\u8f7dYAML\u6587\u4ef6\u4e2d\u7684\u6570\u636e\u3002<\/p>\n<\/p>\n<\/li>\n
  4. \n
    \u8bfb\u53d6CSV\u6587\u4ef6<\/strong><\/p>\n<\/p>\n
    CSV\uff08Comma-Separated Values\uff09\u662f\u4e00\u79cd\u5e38\u7528\u7684\u7535\u5b50\u8868\u683c\u683c\u5f0f\u3002\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528csv<\/code>\u6a21\u5757\u6765\u5904\u7406CSV\u6587\u4ef6\uff1a<\/p>\n<\/p>\n
    import csv<\/p>\n
    with open('data.csv', mode='r') as file:<\/p>\n
        csv_reader = csv.reader(file)<\/p>\n
        for row in csv_reader:<\/p>\n
            print(row)<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    \u8fd9\u4e2a\u4f8b\u5b50\u5c55\u793a\u4e86\u5982\u4f55\u9010\u884c\u8bfb\u53d6CSV\u6587\u4ef6\uff0c\u5e76\u5c06\u6bcf\u4e00\u884c\u6570\u636e\u4f5c\u4e3a\u5217\u8868\u8f93\u51fa\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n
    \u4e8c\u3001\u901a\u8fc7\u73af\u5883\u53d8\u91cf\u52a0\u8f7d\u53d8\u91cf<\/p>\n<\/p>\n
      \n
    1. \n
      \u4f7f\u7528os\u6a21\u5757<\/strong><\/p>\n<\/p>\n
      \u73af\u5883\u53d8\u91cf\u662f\u64cd\u4f5c\u7cfb\u7edf\u7528\u4e8e\u5b58\u50a8\u914d\u7f6e\u4fe1\u606f\u7684\u5168\u5c40\u53d8\u91cf\u3002\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528os<\/code>\u6a21\u5757\u6765\u8bbf\u95ee\u73af\u5883\u53d8\u91cf\uff1a<\/p>\n<\/p>\n
      import os<\/p>\n
      db_host = os.getenv('DB_HOST')<\/p>\n
      db_port = os.getenv('DB_PORT', 5432)  # \u8bbe\u7f6e\u9ed8\u8ba4\u503c<\/p>\n
      print(f'Database Host: {db_host}, Port: {db_port}')<\/p>\n
      <\/code><\/pre>\n<\/p>\n
      os.getenv<\/code>\u51fd\u6570\u7528\u4e8e\u83b7\u53d6\u73af\u5883\u53d8\u91cf\u7684\u503c\uff0c\u5982\u679c\u53d8\u91cf\u4e0d\u5b58\u5728\uff0c\u53ef\u4ee5\u6307\u5b9a\u4e00\u4e2a\u9ed8\u8ba4\u503c\u3002<\/p>\n<\/p>\n<\/li>\n
    2. \n
      dotenv\u5e93<\/strong><\/p>\n<\/p>\n
      python-dotenv<\/code>\u5e93\u53ef\u4ee5\u65b9\u4fbf\u5730\u4ece.env<\/code>\u6587\u4ef6\u52a0\u8f7d\u73af\u5883\u53d8\u91cf\uff1a<\/p>\n<\/p>\n
      from dotenv import load_dotenv<\/p>\n
      import os<\/p>\n
      load_dotenv()<\/p>\n
      db_user = os.getenv('DB_USER')<\/p>\n
      db_password = os.getenv('DB_PASSWORD')<\/p>\n
      print(f'Database User: {db_user}, Password: {db_password}')<\/p>\n
      <\/code><\/pre>\n<\/p>\n
      \u901a\u8fc7\u8c03\u7528load_dotenv<\/code>\u51fd\u6570\uff0c.env<\/code>\u6587\u4ef6\u4e2d\u7684\u53d8\u91cf\u4f1a\u88ab\u52a0\u8f7d\u5230\u73af\u5883\u4e2d\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n
      \u4e09\u3001\u901a\u8fc7\u6570\u636e\u5e93\u52a0\u8f7d\u53d8\u91cf<\/p>\n<\/p>\n
        \n
      1. \n
        \u4f7f\u7528SQLite\u6570\u636e\u5e93<\/strong><\/p>\n<\/p>\n
        Python\u5185\u7f6e\u4e86\u5bf9SQLite\u6570\u636e\u5e93\u7684\u652f\u6301\uff0c\u53ef\u4ee5\u4f7f\u7528sqlite3<\/code>\u6a21\u5757\u6765\u8bfb\u53d6\u6570\u636e\uff1a<\/p>\n<\/p>\n
        import sqlite3<\/p>\n
        connection = sqlite3.connect('example.db')<\/p>\n
        cursor = connection.cursor()<\/p>\n
        cursor.execute('SELECT name, age FROM users')<\/p>\n
        rows = cursor.fetchall()<\/p>\n
        for row in rows:<\/p>\n
            print(f'Name: {row[0]}, Age: {row[1]}')<\/p>\n
        connection.close()<\/p>\n
        <\/code><\/pre>\n<\/p>\n
        \u8be5\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u4eceSQLite\u6570\u636e\u5e93\u4e2d\u67e5\u8be2\u6570\u636e\uff0c\u5e76\u5c06\u5176\u52a0\u8f7d\u5230Python\u53d8\u91cf\u4e2d\u3002<\/p>\n<\/p>\n<\/li>\n
      2. \n
        \u4f7f\u7528SQLAlchemy<\/strong><\/p>\n<\/p>\n
        SQLAlchemy\u662f\u4e00\u4e2a\u5f3a\u5927\u7684ORM\uff08\u5bf9\u8c61\u5173\u7cfb\u6620\u5c04\uff09\u5e93\uff0c\u53ef\u4ee5\u7528\u4e8e\u4e0e\u591a\u79cd\u6570\u636e\u5e93\u4ea4\u4e92\uff1a<\/p>\n<\/p>\n
        from sqlalchemy import create_engine<\/p>\n
        from sqlalchemy.orm import sessionmaker<\/p>\n
        engine = create_engine('sqlite:\/\/\/example.db')<\/p>\n
        Session = sessionmaker(bind=engine)<\/p>\n
        session = Session()<\/p>\n
        users = session.execute('SELECT name, age FROM users').fetchall()<\/p>\n
        for user in users:<\/p>\n
            print(f'Name: {user.name}, Age: {user.age}')<\/p>\n
        <\/code><\/pre>\n<\/p>\n
        \u901a\u8fc7SQLAlchemy\uff0c\u80fd\u591f\u4ee5\u9762\u5411\u5bf9\u8c61\u7684\u65b9\u5f0f\u4e0e\u6570\u636e\u5e93\u4ea4\u4e92\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n
        \u56db\u3001\u901a\u8fc7\u5e8f\u5217\u5316\u5de5\u5177\u52a0\u8f7d\u53d8\u91cf<\/p>\n<\/p>\n
          \n
        1. \n
          \u4f7f\u7528Pickle\u6a21\u5757<\/strong><\/p>\n<\/p>\n
          pickle<\/code>\u6a21\u5757\u7528\u4e8e\u5c06Python\u5bf9\u8c61\u5e8f\u5217\u5316\u548c\u53cd\u5e8f\u5217\u5316\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff1a<\/p>\n<\/p>\n
          import pickle<\/p>\n
          with open('data.pkl', 'rb') as file:<\/p>\n
              data = pickle.load(file)<\/p>\n
          print(data)<\/p>\n
          <\/code><\/pre>\n<\/p>\n
          \u6b64\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u4ece.pkl<\/code>\u6587\u4ef6\u4e2d\u52a0\u8f7dPython\u5bf9\u8c61\u3002<\/p>\n<\/p>\n<\/li>\n
        2. \n
          \u4f7f\u7528Joblib\u5e93<\/strong><\/p>\n<\/p>\n
          joblib<\/code>\u5e93\u662fpickle<\/code>\u7684\u4e00\u4e2a\u6269\u5c55\uff0c\u901a\u5e38\u7528\u4e8e\u4fdd\u5b58\u548c\u52a0\u8f7d\u5927\u89c4\u6a21\u7684numpy\u6570\u7ec4\u548c\u6a21\u578b\uff1a<\/p>\n<\/p>\n
          import joblib<\/p>\n
          model = joblib.load('model.joblib')<\/p>\n
          print(model)<\/p>\n
          <\/code><\/pre>\n<\/p>\n
          \u4f7f\u7528joblib<\/code>\u53ef\u4ee5\u66f4\u5feb\u901f\u5730\u52a0\u8f7d\u5927\u578b\u6570\u636e\u7ed3\u6784\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n
          \u4e94\u3001\u901a\u8fc7API\u52a0\u8f7d\u53d8\u91cf<\/p>\n<\/p>\n
            \n
          1. \n
            \u4f7f\u7528Requests\u5e93<\/strong><\/p>\n<\/p>\n
            requests<\/code>\u5e93\u662fPython\u4e2d\u6700\u53d7\u6b22\u8fce\u7684HTTP\u8bf7\u6c42\u5e93\u4e4b\u4e00\uff0c\u53ef\u4ee5\u7528\u4e8e\u4eceAPI\u52a0\u8f7d\u6570\u636e\uff1a<\/p>\n<\/p>\n
            import requests<\/p>\n
            response = requests.get('https:\/\/api.example.com\/data')<\/p>\n
            data = response.json()<\/p>\n
            print(data)<\/p>\n
            <\/code><\/pre>\n<\/p>\n
            \u901a\u8fc7\u53d1\u9001HTTP\u8bf7\u6c42\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u4ece\u8fdc\u7a0b\u670d\u52a1\u5668\u83b7\u53d6\u6570\u636e\u3002<\/p>\n<\/p>\n<\/li>\n
          2. \n
            \u4f7f\u7528GraphQL<\/strong><\/p>\n<\/p>\n
            GraphQL\u662f\u4e00\u79cd\u7528\u4e8eAPI\u7684\u67e5\u8be2\u8bed\u8a00\uff0c\u53ef\u4ee5\u4f7f\u7528gql<\/code>\u5e93\u4e0eGraphQL API\u4ea4\u4e92\uff1a<\/p>\n<\/p>\n
            from gql import gql, Client<\/p>\n
            from gql.transport.requests import RequestsHTTPTransport<\/p>\n
            transport = RequestsHTTPTransport(url='https:\/\/api.example.com\/graphql')<\/p>\n
            client = Client(transport=transport, fetch_schema_from_transport=True)<\/p>\n
            query = gql('''<\/p>\n
            {<\/p>\n
              user(id: "1") {<\/p>\n
                name<\/p>\n
                age<\/p>\n
              }<\/p>\n
            }<\/p>\n
            ''')<\/p>\n
            result = client.execute(query)<\/p>\n
            print(result)<\/p>\n
            <\/code><\/pre>\n<\/p>\n
            \u901a\u8fc7GraphQL\uff0c\u53ef\u4ee5\u7075\u6d3b\u5730\u67e5\u8be2\u6240\u9700\u7684\u6570\u636e\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n
            \u7efc\u4e0a\u6240\u8ff0\uff0cPython\u63d0\u4f9b\u4e86\u591a\u79cd\u65b9\u5f0f\u6765\u52a0\u8f7d\u53d8\u91cf\uff0c\u5305\u62ec\u6587\u4ef6\u3001\u73af\u5883\u53d8\u91cf\u3001\u6570\u636e\u5e93\u3001\u5e8f\u5217\u5316\u5de5\u5177\u548cAPI\u3002\u6bcf\u79cd\u65b9\u6cd5\u90fd\u6709\u5176\u4f18\u70b9\u548c\u9002\u7528\u573a\u666f\u3002\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u52a0\u8f7d\u65b9\u5f0f\uff0c\u53ef\u4ee5\u5927\u5927\u63d0\u9ad8\u4ee3\u7801\u7684\u53ef\u7ef4\u62a4\u6027\u548c\u53ef\u6269\u5c55\u6027\u3002<\/p>\n<\/p>\n
            \u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
             \u5982\u4f55\u5728Python\u4e2d\u52a0\u8f7d\u5916\u90e8\u6587\u4ef6\u4e2d\u7684\u53d8\u91cf\uff1f<\/strong>
            \u5728Python\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528pickle<\/code>\u6a21\u5757\u6216json<\/code>\u6a21\u5757\u6765\u52a0\u8f7d\u5b58\u50a8\u5728\u5916\u90e8\u6587\u4ef6\u4e2d\u7684\u53d8\u91cf\u3002pickle<\/code>\u9002\u7528\u4e8ePython\u7279\u6709\u7684\u6570\u636e\u7ed3\u6784\uff0c\u800cjson<\/code>\u5219\u9002\u7528\u4e8e\u66f4\u901a\u7528\u7684\u6570\u636e\u683c\u5f0f\u3002\u901a\u8fc7\u4f7f\u7528\u8fd9\u4e9b\u6a21\u5757\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u5c06\u53d8\u91cf\u4ece\u6587\u4ef6\u4e2d\u52a0\u8f7d\u5230\u5185\u5b58\u4e2d\u3002\u6bd4\u5982\uff0c\u4f7f\u7528pickle.load()<\/code>\u53ef\u4ee5\u4ece.pkl<\/code>\u6587\u4ef6\u4e2d\u8bfb\u53d6\u53d8\u91cf\uff0c\u800c\u4f7f\u7528json.load()<\/code>\u53ef\u4ee5\u4ece.json<\/code>\u6587\u4ef6\u4e2d\u8bfb\u53d6\u6570\u636e\u3002<\/p>\n
            \u5728Python\u4e2d\u52a0\u8f7d\u53d8\u91cf\u65f6\u9700\u8981\u6ce8\u610f\u54ea\u4e9b\u4e8b\u9879\uff1f<\/strong>
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