ragulate 0.0.6

A tool for evaluating RAG pipelines

ragulate

A tool for evaluating RAG pipelines

Installation

pip install ragulate

Usage

usage: ragulate [-h] {download-llamadataset,ingest,query} ...

RAGu-late CLI tool.

options:
  -h, --help            show this help message and exit

commands:
  {download-llamadataset,ingest,query}
    download-llamadataset
                        Download a llama-dataset
    ingest              Run an ingest pipeline
    query               Run an query pipeline
    compare             Compare results from 2 (or more) recipes

Download Dataset Example

ragulate download-llamadataset BraintrustCodaHelpDesk

Ingest Example

These commands should work:

ragulate ingest -n chunk_size_500_k_2 -s experiment_chunk_size_and_k.py -m ingest \
--var-name chunk_size --var-value 500 --var-name k --var-value 2 --dataset BraintrustCodaHelpDesk

ragulate ingest -n chunk_size_1000_k_2 -s experiment_chunk_size_and_k.py -m ingest \
--var-name chunk_size --var-value 1000 --var-name k --var-value 2 --dataset BraintrustCodaHelpDesk

Query Exmaple

These commands should work:

ragulate query -n chunk_size_500_k_2 -s experiment_chunk_size_and_k.py -m query_pipeline \
--var-name chunk_size --var-value 500  --var-name k --var-value 2 --dataset BraintrustCodaHelpDesk

ragulate query -n chunk_size_1000_k_2 -s experiment_chunk_size_and_k.py -m query_pipeline \
--var-name chunk_size --var-value 1000  --var-name k --var-value 2 --dataset BraintrustCodaHelpDesk

ragulate query -n chunk_size_500_k_5 -s experiment_chunk_size_and_k.py -m query_pipeline \
--var-name chunk_size --var-value 500  --var-name k --var-value 5 --dataset BraintrustCodaHelpDesk

ragulate query -n chunk_size_1000_k_5 -s experiment_chunk_size_and_k.py -m query_pipeline \
--var-name chunk_size --var-value 1000 --var-name k --var-value 5 --dataset BraintrustCodaHelpDesk

Compare Recipes Example

This command should work:

ragulate compare -r chunk_size_500_k_2 -r chunk_size_1000_k_2 -r chunk_size_500_k_5 -r chunk_size_1000_k_5