SAGE Kernel Examples

This directory contains practical examples demonstrating how to use SAGE Kernel components and APIs.

Example Categories

Basic Usage

• simple-streaming.py - Basic streaming operations
• environment-setup.py - Setting up local and remote environments
• data-processing.py - Simple data processing pipelines

Advanced Streaming

• connected-streams.py - Multi-stream processing
• windowing-operations.py - Time and count-based windows
• complex-event-processing.py - Pattern detection

Integration Examples

• middleware-integration.py - Using with sage-middleware
• custom-functions.py - Custom function development
• plugin-development.py - Creating kernel plugins

Real-World Use Cases

• log-processing.py - Log analysis pipeline
• iot-data-streaming.py - IoT sensor data processing
• financial-trading.py - Real-time trading data analysis

Running Examples

Each example can be run independently:

cd packages/sage-kernel
python examples/basic/simple-streaming.py

Or using the sage CLI:

sage run examples/basic/simple-streaming.py

Example Requirements

Some examples may require additional dependencies: - pandas for data manipulation examples - numpy for numerical computation examples - matplotlib for visualization examples

Install with:

pip install intsage-kernel[examples]

Contributing Examples

When adding new examples: 1. Place them in the appropriate category directory 2. Include clear documentation and comments 3. Add any required dependencies to the example header 4. Update this README with the new example