brainy/docs

Brainy Documentation

Welcome to the comprehensive documentation for Brainy - the intelligent vector graph database with zero-configuration setup and production-scale performance.

📚 Documentation Structure

🚀 Getting Started

Quick setup guides and first steps with Brainy.

• Quick Start Guide - Get up and running in minutes
• Installation Guide - Installation options and requirements
• Environment Setup - Configure your development environment
• First Steps - Your first Brainy application

📖 User Guides

Comprehensive guides for using Brainy features.

• Search and Metadata Guide - Advanced search techniques
• Write-Only Mode - Optimized data ingestion
• Cache Configuration - Memory and caching optimization
• JSON Document Search - Searching within JSON documents
• HNSW Field Search - Field-specific vector search
• Model Management - Managing AI models and embeddings
• Production Migration - Moving to production

⚡ Optimization Guides

Performance optimization and scaling strategies.

• Large-Scale Optimizations - Enterprise-grade performance
• Auto-Configuration System - Zero-config intelligence
• Semantic Partitioning - Intelligent data clustering
• Distributed Search - Parallel processing
• Memory Optimization - Efficient memory usage
• Storage Optimization - S3 and storage strategies
• S3 Migration Guide - Migrating existing data with shared buckets

🔧 API Reference

Complete API documentation and examples.

• Core API - Main BrainyData class methods
• Vector Operations - Vector storage and search
• Graph Operations - Noun and verb relationships
• Configuration API - System configuration options
• Storage Adapters - Storage backend interfaces
• Augmentations API - Extension system

🛠️ Development

Development, testing, and contribution guides.

• Developer Guide - Setting up development environment
• Testing Guide - Running and writing tests
• Documentation Standards - Documentation conventions
• Publishing CLI - CLI package publishing
• Expected Test Messages - Test output reference

🔬 Technical Reference

Deep technical documentation and implementation details.

• Technical Guides Overview - Technical documentation index
• Architecture - System architecture overview
• HNSW Implementation - Vector index details
• Threading - Multi-threading implementation
• Storage Systems - Storage architecture
• Performance Analysis - Performance benchmarks
• Compatibility - Platform compatibility matrix

💡 Examples

Code examples and tutorials.

• Basic Usage - Simple examples to get started
• Advanced Patterns - Complex use cases
• Integration Examples - Third-party integrations
• Performance Examples - Optimization examples

🔍 Troubleshooting

Common issues and solutions.

• Common Issues - Frequently encountered problems
• Performance Issues - Performance troubleshooting
• Environment Issues - Platform-specific problems
• Error Messages - Error code reference

🗺️ Quick Navigation

New to Brainy?

1. Installation Guide - Install Brainy
2. Quick Start Guide - Your first vector database
3. Basic Usage Examples - Simple code examples

Need Performance?

1. Large-Scale Optimizations - Enterprise features
2. Auto-Configuration - Zero-config setup
3. Performance Examples - Optimization patterns

Building Applications?

1. API Reference - Complete API documentation
2. User Guides - Feature documentation
3. Integration Examples - Real-world usage

Contributing?

1. Developer Guide - Development setup
2. Documentation Standards - Writing docs
3. Testing Guide - Testing practices

🔄 Recently Updated

• S3 Migration Guide - NEW: Complete migration guide for shared S3 buckets
• Large-Scale Optimizations - Complete rewrite with auto-configuration
• Quick Start Guide - Updated with zero-config setup
• API Reference - New auto-configuration APIs

📞 Getting Help

• GitHub Issues - Bug reports and feature requests
• Discussions - Community support
• Examples - Code examples and tutorials

---

📝 Note: This documentation is automatically organized and regularly updated. All guides include practical examples and are tested with the latest version of Brainy.