rag-select 0.1.0

A flexible RAG (Retrieval-Augmented Generation) experimentation framework

RAG-select

A framework for experimenting with and optimizing Retrieval-Augmented Generation (RAG) pipeline architectures.

Overview

This package provides a framework for testing different RAG pipeline configurations and measuring their performance. It supports pluggable components for document ingestion, chunking strategies, and retrieval methods.

Features

• Modular Architecture: Pluggable components across the ingestion and retrieval stack with sample wrappers over top open-source component offerings.
• Experiment Pipeline: Generate and test all combinations of component variants
• LangChain Integration: RAGArtifact extends BaseRetriever for seamless use with LangChain chains

Installation

Development Installation

# Clone the repository
git clone <repository-url>
cd rag_package

# Install in development mode
pip install -r requirements.txt
pip install -e src/rag_select

License

MIT