A message passing GNN was then trained to predict the M06-2X/def2-TZVP values of homolytic BDE and BDFE directly from SMILES line notation (Fig. ). In this approach, molecules input as SMILES are embedded as 2D-molecular graphs using rdkit. Nodes (atoms) and edges (bonds) are then assigned to independent classes depending on several features easily obtained from rdkit: