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First Steps

Install and verify AutoRAG-Research.

Install

pip install autorag-research

For development installation:

git clone https://github.com/NomaDamas/AutoRAG-Research.git
cd AutoRAG-Research
uv sync --all-extras

Requirements

  • Python 3.10+
  • PostgreSQL 18 client tools (pg_restore-18 for database restore)

Verify PostgreSQL tools:

pg_restore-18 --version

Start PostgreSQL

docker-compose up -d

Initialize Configuration

autorag-research init

Creates configs/ directory with templates.

Verify

autorag-research show ingestors

You should see available dataset ingestors:

Name Description
beir BEIR benchmark datasets
mteb MTEB retrieval tasks
ragbench RAGBench benchmark
vidorev3 ViDoRe V3 visual documents

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