Utilities

This section groups utility functions and helper modules used throughout the AgentHeaven codebase. It includes basic utilities (core helpers), database utilities (database access and ORM), and extension utilities (other optional integrations).

Quick Navigation

🔩 Basic Utilities

Core helper modules used across the project: configuration, hashing, parallelization, templating, serialization, string, and misc utilities.

Basic Utilities

🗄️ Database Utilities

Database access, ORM models, and database operations using SQLAlchemy with multiple database support.

Database Utilities

🔮 Vector Database Utilities

Vector database access and operations using LlamaIndex with multiple vector database support.

Vector Database Utilities

Contents

• Basic Utilities
  • Quick Navigation
  • Contents
• Database Utilities
  • 1. Database Architecture
  • 2. Database Connection
  • 3. SQL Execution
  • 4. Utilities
  • 5. Result Display
  • 6. Type Adapters for UKF
  • Further Exploration
• Vector Database Utilities
  • 1. Vector Database Architecture
  • 2. Encoder and Embedder
  • 3. Vector Database Connection
  • 4. Data Operations
  • 5. Encoding and Embedding
  • 6. Vector Search
  • 7. Type Adapters for UKF
  • Further Exploration