name: gnn-environment-setup description: GNN environment setup and dependency management. Use when configuring the development environment, installing dependencies, managing virtual environments, or troubleshooting dependency issues for the GNN pipeline.
GNN Environment Setup (Step 1)
Purpose
Manages environment configuration, virtual environment creation, and dependency installation for the GNN pipeline. Supports both core and optional dependency groups via uv or pip.
Key Commands
# Run setup step
python src/1_setup.py --target-dir input/gnn_files --output-dir output --verbose
# As part of pipeline
python src/main.py --only-steps 1 --verbose
# Using uv (recommended)
uv sync # Core dependencies (includes Step 12 Python backends: jax, numpyro, torch, discopy)
uv sync --extra dev # Development tools
uv sync --all-extras # Everything
Optional Dependency Groups
These groups match [project.optional-dependencies] in pyproject.toml:
| Group | Key Packages | Purpose |
|---|---|---|
Core uv sync |
pymdp, jax, numpyro, torch, discopy, LLM clients, visualization, bnlearn | Standard pipeline runtime |
audio |
librosa, soundfile, pedalboard, pydub | Audio generation |
gui |
gradio, streamlit | GUI interface |
ml-ai |
transformers, scipy, scikit-learn | Machine learning extensions |
graphs |
graphviz | Graphviz bindings |
dev |
pytest-*, mypy, ruff | Development tools |
research |
jupyterlab, sympy, numba, cython | Research tools |
scaling |
dask, distributed, ray | Parallel processing |
all |
Everything above | Full installation |
Environment Requirements
- Python: 3.11+ (recommended 3.12.x or 3.13.x)
- Package manager: uv (recommended) or pip
- Core deps: numpy, networkx, pyyaml, jsonschema
Troubleshooting
| Issue | Solution |
|---|---|
uv: command not found |
curl -LsSf https://astral.sh/uv/install.sh | sh |
| PyMDP import fails | uv sync |
| matplotlib missing | uv sync |
| CUDA not detected | Check torch.cuda.is_available() after uv sync |
MCP Tools
This module registers tools with the GNN MCP server (see mcp.py):
check_uv_project_statusensure_directory_existsfind_project_gnn_filesget_standard_output_pathsget_uv_environment_infoinstall_uv_dependencysetup_uv_project_structuresync_uv_dependencies
References
- AGENTS.md — Module documentation
- README.md — Usage guide
- SPEC.md — Module specification
- ../../SETUP_GUIDE.md — Full setup guide
- ../../pyproject.toml — Dependency definitions