Query Expansion

This section provides comprehensive examples demonstrating the Query Expansion System capabilities.

Available Examples

Basic Examples

• Basic Query Expansion: Simple query expansion with synonym management
• Domain-Specific Expansion: Technical and business domain examples
• User Feedback Integration: Learning from user interactions

Advanced Examples

• Multi-Strategy Expansion: Combining multiple expansion strategies
• Analytics and Monitoring: Comprehensive analytics demonstration
• Management Operations: Admin interface and bulk operations

Production Examples

• Enterprise Integration: Production deployment and configuration
• Performance Optimization: Scaling and optimization strategies
• Custom Expansion Strategies: Building custom expansion logic

Quick Start

To run any of these examples:

1. Install Dependencies:

   pip install -r requirements.txt

2. Set up Database:

   # The examples will create the database automatically
   python examples/query_expansion_example.py

3. Run Specific Examples:

   # Basic expansion
   from examples.query_expansion_example import demonstrate_expansion_strategies
   await demonstrate_expansion_strategies()
   
   # Analytics
   from examples.query_expansion_example import demonstrate_analytics
   await demonstrate_analytics()

Example Structure

Each example includes:

• Problem Statement: What the example demonstrates
• Solution Approach: How the example solves the problem
• Code Implementation: Complete working code
• Expected Output: What you should see when running the example
• Key Learnings: Important concepts demonstrated
• Next Steps: How to extend the example

Prerequisites

• Python 3.9+
• Required packages installed
• Basic understanding of RAG systems
• Familiarity with async/await syntax

Getting Help

If you encounter issues with the examples:

1. Check the Troubleshooting Guide
2. Review the API Reference
3. Consult the Complete Guide