Ragas — RAG Evaluation Framework

Overview

Ragas, the framework for evaluating Retrieval-Augmented Generation pipelines. Helps developers measure and improve the quality of their RAG systems across retrieval accuracy, answer faithfulness, and response relevance.

Instructions

Basic Evaluation

Evaluate a RAG pipeline with standard metrics:

# evaluate_rag.py — Run Ragas evaluation on a RAG pipeline
from ragas import evaluate
from ragas.metrics import (