Weaviate Multi Vector example

🎯 Overview

This is a simple demo of how one can use Weaviate and ColPali (ColQwen2) models and perform similarity search over PDF files.

📦 Requirements

1. Docker
2. Python3

💡 Prepare local environment

In order to prepare your environment, issue:

python3 -m venv .venv
source .venv/bin/activate
pip3 install -r requirements.txt

or using uv:

uv venv --python 3.13
source .venv/bin/activate
uv pip install -r requirements.txt

📖 Examples

1. ColQwen2 example: (colqwen2.ipynb)

🔗 Useful links

• Weaviate: More efficient multi-vector embeddings with MUVERA
• ColPali: Efficient Document Retrieval with Vision Language Models