User Guide

Getting Started
Installation
Quick Start
TOON Format Specification v2.0
Configuration
Semantic Deduplication
Schema Tools

Integration Guides

Pandas Integration
Pydantic Integration
LangChain Integration
FastAPI Integration
Sqlalchemy Integration
Mcp Integration
Llamaindex Integration
Haystack Integration
Dspy Integration
Instructor Integration
Redis Integration
- Quick Start
- API Reference

Examples

Basic Usage
Tabular Data
Nested Structures
Token Analysis
CLI Reference
- Global Options
- Commands
  - convert
  - encode
  - decode
  - analyze
  - deduplicate
  - infer
  - validate
  - schema-merge
  - diff
  - compress / decompress
  - formats
Semantic Deduplication
Schema Tools
Custom Adapters
Smart Dictionary Compression
Structural Diff
Vision Optimization

API Reference

Facade API
- Core Functions
- Example Usage
Analysis API
Converter API
- Example Usage
Core API
Decoder API
- Facade Decoder
- Decoder Implementation
Differ API
Encoder API
- Facade Encoder
- Encoder Implementation
Formats API
Integrations API
Multimodal API
Optimization API
- Context Optimization
  - toonverter.optimization.ContextOptimizer
    - toonverter.optimization.ContextOptimizer.optimize()
- Smart Compression
  - toonverter.optimization.SmartCompressor
    - toonverter.optimization.SmartCompressor.compress()
    - toonverter.optimization.SmartCompressor.decompress()
Plugins API
RAG API
Schema API
Utils API

Development

Contributing
Architecture
Testing
Changelog
- Latest Releases

toonverter

Utils API
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Utils API

The Utils module provides common helpers.

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