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SAGE Kernel Examples

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

Example Categories

Basic Usage

  • 简单流处理示例 - Basic streaming operations
  • 环境设置示例 - Setting up local and remote environments
  • 数据处理示例 - Simple data processing pipelines

Advanced Streaming

  • 连接流示例 - Multi-stream processing
  • 窗口操作示例 - Time and count-based windows
  • 复杂事件处理示例 - Pattern detection

Integration Examples

  • 中间件集成示例 - Using with sage-middleware
  • 自定义函数示例 - Custom function development
  • 插件开发示例 - Creating kernel plugins

Real-World Use Cases

  • 日志处理示例 - Log analysis pipeline
  • IoT数据流示例 - IoT sensor data processing
  • 金融交易示例 - 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