motheroffline

graph & vector hybrid search toyproject for balancing graphRAG system Fast vector search in Rust with Python bindings
A toy project to implement vector indexing algorithms (Brute Force, IVF) from scratch in Rust, with PyO3 for Python integration.

---

✨ Features

• Written in pure Rust for performance and safety
• IVF (Inverted File Index) implementation
• Brute-force fallback for baseline comparison
• Multi-threaded search using rayon
• Python bindings via PyO3
• Easy integration from Python (e.g., Jupyter notebooks)
• CSV loading or synthetic data generation supported

---

📦 Installation (Python side)

Build and install the Python module:

# From inside the root folder
maturin develop  # or
maturin build --release && pip install target/wheels/*.whl