| |
| """ |
| Advanced Sentiment Analysis System - Setup Script |
| ================================================== |
| |
| This script helps you set up the Advanced Sentiment Analysis System |
| with proper environment configuration and security measures. |
| |
| Usage: |
| python setup.py |
| """ |
|
|
| import os |
| import sys |
| import subprocess |
| import getpass |
| from pathlib import Path |
|
|
| def print_banner(): |
| """Print setup banner""" |
| print("=" * 70) |
| print("🚀 Advanced Sentiment Analysis System - Setup") |
| print("=" * 70) |
| print("Setting up your production-ready sentiment analysis platform...") |
| print() |
|
|
| def check_python_version(): |
| """Check Python version compatibility""" |
| if sys.version_info < (3, 8): |
| print("❌ Python 3.8 or higher is required") |
| print(f" Current version: {sys.version}") |
| sys.exit(1) |
| print(f"✅ Python version: {sys.version.split()[0]}") |
|
|
| def install_dependencies(): |
| """Install required dependencies""" |
| print("\n📦 Installing dependencies...") |
| |
| requirements = [ |
| "dspy-ai>=2.4.0", |
| "openai>=1.0.0", |
| "pandas>=1.5.0", |
| "numpy>=1.21.0", |
| "scikit-learn>=1.1.0", |
| "matplotlib>=3.5.0", |
| "seaborn>=0.11.0", |
| "plotly>=5.0.0", |
| "openpyxl>=3.0.0", |
| "jupyter>=1.0.0", |
| "ipykernel>=6.0.0", |
| "ipywidgets>=7.0.0", |
| "python-dotenv>=0.19.0", |
| "requests>=2.28.0" |
| ] |
| |
| for package in requirements: |
| try: |
| print(f" Installing {package}...") |
| subprocess.check_call([sys.executable, "-m", "pip", "install", package, "-q"]) |
| except subprocess.CalledProcessError: |
| print(f" ⚠️ Warning: Failed to install {package}") |
| |
| print("✅ Dependencies installation completed") |
|
|
| def setup_environment(): |
| """Setup environment configuration""" |
| print("\n🔧 Setting up environment configuration...") |
| |
| env_file = Path(".env") |
| |
| if env_file.exists(): |
| print(" .env file already exists") |
| overwrite = input(" Do you want to overwrite it? (y/N): ").lower() |
| if overwrite != 'y': |
| print(" Keeping existing .env file") |
| return |
| |
| |
| print("\n🔑 OpenAI API Key Configuration") |
| print(" You need an OpenAI API key to use this system.") |
| print(" Get one at: https://platform.openai.com/api-keys") |
| |
| api_key = getpass.getpass(" Enter your OpenAI API key (input hidden): ").strip() |
| |
| if not api_key: |
| print(" ⚠️ No API key provided. You can set it later.") |
| api_key = "your_openai_api_key_here" |
| elif not api_key.startswith("sk-"): |
| print(" ⚠️ Warning: API key should start with 'sk-'") |
| |
| |
| env_content = f"""# Advanced Sentiment Analysis System - Environment Configuration |
| # Created by setup.py |
| |
| # OpenAI API Configuration (REQUIRED) |
| OPENAI_API_KEY={api_key} |
| |
| # Sentiment Analysis Thresholds (Optional - defaults provided) |
| SENTIMENT_CONFIDENCE_THRESHOLD=0.7 |
| ESCALATION_RATE_THRESHOLD=0.15 |
| PROCESSING_TIME_THRESHOLD=5.0 |
| ERROR_RATE_THRESHOLD=0.05 |
| |
| # Production Configuration (Optional) |
| ENVIRONMENT=development |
| MAX_CONCURRENT_REQUESTS=100 |
| RATE_LIMIT_REQUESTS_PER_MINUTE=1000 |
| RATE_LIMIT_BURST_CAPACITY=50 |
| |
| # Monitoring Configuration (Optional) |
| METRICS_COLLECTION_ENABLED=true |
| |
| # Logging Configuration (Optional) |
| LOG_LEVEL=INFO |
| LOG_FORMAT=json |
| |
| # Cache Configuration (Optional) |
| CACHE_ENABLED=true |
| CACHE_TTL_SECONDS=300 |
| |
| # Performance Configuration (Optional) |
| BATCH_SIZE_DEFAULT=100 |
| MAX_WORKERS_DEFAULT=10 |
| PROCESSING_TIMEOUT_SECONDS=30 |
| """ |
| |
| with open(".env", "w") as f: |
| f.write(env_content) |
| |
| print("✅ Environment configuration created (.env)") |
|
|
| def setup_jupyter(): |
| """Setup Jupyter environment""" |
| print("\n📚 Setting up Jupyter environment...") |
| |
| try: |
| |
| subprocess.check_call([sys.executable, "-m", "pip", "install", "jupyter_contrib_nbextensions", "-q"]) |
| print("✅ Jupyter extensions installed") |
| |
| |
| subprocess.check_call([sys.executable, "-m", "jupyter", "nbextension", "enable", "--py", "widgetsnbextension", "--sys-prefix"]) |
| print("✅ Jupyter widgets enabled") |
| |
| except subprocess.CalledProcessError: |
| print(" ⚠️ Warning: Some Jupyter setup steps failed") |
|
|
| def verify_installation(): |
| """Verify the installation""" |
| print("\n🔍 Verifying installation...") |
| |
| try: |
| |
| import pandas |
| import numpy |
| import matplotlib |
| import seaborn |
| import plotly |
| import sklearn |
| import dspy |
| import openai |
| |
| print("✅ All core packages imported successfully") |
| |
| |
| if os.path.exists(".env"): |
| print("✅ Environment configuration found") |
| else: |
| print("⚠️ Environment configuration not found") |
| |
| |
| if os.path.exists("advanced_sentiment_analysis.ipynb"): |
| print("✅ Main notebook found") |
| else: |
| print("⚠️ Main notebook not found") |
| |
| except ImportError as e: |
| print(f"❌ Import error: {e}") |
| return False |
| |
| return True |
|
|
| def print_next_steps(): |
| """Print next steps for the user""" |
| print("\n" + "=" * 70) |
| print("🎉 Setup completed successfully!") |
| print("=" * 70) |
| print("\n📋 Next Steps:") |
| print(" 1. Start Jupyter Notebook:") |
| print(" jupyter notebook advanced_sentiment_analysis.ipynb") |
| print("\n 2. Run all cells in the notebook to initialize the system") |
| print("\n 3. The system will automatically use your configured API key") |
| print("\n 4. Check the README.md for detailed usage examples") |
| print("\n🔗 Useful Links:") |
| print(" • Documentation: README.md") |
| print(" • Contributing: CONTRIBUTING.md") |
| print(" • License: LICENSE") |
| print("\n💡 Tips:") |
| print(" • Keep your .env file secure and never commit it to git") |
| print(" • Monitor your OpenAI API usage at platform.openai.com") |
| print(" • Check CHANGELOG.md for updates and new features") |
| print("\n" + "=" * 70) |
|
|
| def main(): |
| """Main setup function""" |
| try: |
| print_banner() |
| check_python_version() |
| install_dependencies() |
| setup_environment() |
| setup_jupyter() |
| |
| if verify_installation(): |
| print_next_steps() |
| else: |
| print("\n❌ Setup completed with errors. Please check the output above.") |
| sys.exit(1) |
| |
| except KeyboardInterrupt: |
| print("\n\n⚠️ Setup interrupted by user") |
| sys.exit(1) |
| except Exception as e: |
| print(f"\n❌ Setup failed with error: {e}") |
| sys.exit(1) |
|
|
| if __name__ == "__main__": |
| main() |
