Tinnet is a foundation AI package for integrated catalysis. The first released module is tinnet for property prediction with pretrained models for adsorption energy, cohesive energy, band center, and band moments. SHAP explainability is provided.

from tinnet import tinnet

model = tinnet.AdsorptionEnergy()
y = model.predict(atoms)
shap_vals = model.explain_shap(atoms)