where cat() denotes simple concatenation. The directed edges e d vw and e d wv are only distinguished by the choice of which atom to use in Eq. 1. Chemprop also offers the option to read in custom atom and bond features in addition to or as a replacement for the default features, as described in SI Section S1.2, and thus offers full control of the initial features.