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Set up and manage Python virtual environments.

Your task:

  1. Determine best approach for the project:

    • venv (built-in, lightweight)
    • virtualenv (more features)
    • conda (data science, complex dependencies)
    • poetry (modern dependency management)
    • pipenv (Pipfile-based)
  2. Create virtual environment:

    # Using venv
    python3 -m venv venv
    source venv/bin/activate  # Linux/Mac
    venv\Scripts\activate     # Windows
    
    # Using conda
    conda create -n myenv python=3.11
    conda activate myenv
    
  3. Manage dependencies:

    # Install packages
    pip install -r requirements.txt
    
    # Generate requirements
    pip freeze > requirements.txt
    
    # For conda
    conda env export > environment.yml
    
  4. Best practices:

    • Never install packages globally
    • Use requirements.txt or environment.yml
    • Pin versions for reproducibility
    • Separate dev and production dependencies
    • Add venv/ to .gitignore
  5. Project setup guidance:

    • Create virtual environment
    • Install dependencies
    • Configure IDE to use environment
    • Document setup process in README

Help users establish proper Python environment isolation and dependency management.