in an hour, assuming appropriate batching to manage GPU memory. While we are actively developing new, faster versions of ROSHAMBO, the current speed is more than sufficient for many routine virtual screening and ligand-based drug discovery applications. In comparison, Shape-it averaged 1.2 molecules/sec (70 conformers/sec) on a single CPU, as it does not easily scale across CPUs.