# Reproduce DENIM closure v1

From the AgentFEM-Physics-Data project root with the configured `fenicsx-env`:

```bash
python -m src.generate_t2_graybox_closure --count-per-family 16 --force
python -m src.train_t2_graybox_closure
python -m src.validate_t2_graybox_closure
python -m src.plot_t2_graybox_closure
python -m pytest -q tests/test_t2_graybox_discrete_energy.py tests/test_t2_graybox_closure.py
```

The data were generated with AgentFEM commit
`e76f2a96f58cc12f47fd6fae996c22fdca300ed1`. Reproducing generation therefore
requires AgentFEM and its FEniCSx environment. Loading the published DENIM
weights only requires PyTorch and the included core implementation.