Install

pragmatiq is an independent implementation inspired by the PRAGMA paper (arXiv 2604.08649) and is not affiliated with or endorsed by Revolut.

pragmatiq is CPU-first: everything runs on CPU (slower but correct), and CUDA / flash-attn are accelerations, not requirements.

Requirements

• Python 3.11+
• A virtual environment (recommended, so the install is isolated)
• A GPU is optional

Install

git clone https://github.com/dynamiq-ai/pragmatiq.git
cd pragmatiq
python3.11 -m venv .venv && source .venv/bin/activate
pip install -e ".[dev]"

.[dev] adds the test/lint tooling (pytest, ruff, mypy). Run those dev commands from the virtual environment so they match CI.

Optional extras

The full pipeline — including the gradient-boosting probe and the AML transfer-graph GraphSAGE ablation — works with the plain install. The extras add focused tooling:

pip install -e ".[serve]"   # or .[full], .[dev], ... — combine as needed

Verify

pytest -q                 # the test suite
ruff check . && mypy pragmatiq
bash scripts/gates/gate_8.sh   # the CPU end-to-end pipeline smoke

Then run the Quickstart to see the whole pipeline end to end.